[
  {
    "path": ".gitignore",
    "content": ".DS_STORE\n*.ipynb_checkpoints*\n*__pycache__*\nwinter_2024/project2_release/option_C/option_c_sol.ipynb\nwinter_2024/project2_release/option_C/motion_sol.py\nwinter_2024/project2_release/option_D/option_d_sol.ipynb\nwinter_2024/project2_release/option_D/segmentation_sol.py\n"
  },
  {
    "path": "LICENSE",
    "content": "COPYRIGHT\n\nCopyright (c) 2018, Ranjay Krishna.\nAll rights reserved.\n\nEach contributor holds copyright over their respective contributions.\nThe project versioning (Git) records all such contribution source information.\n\nLICENSE\n\nThe MIT License (MIT)\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n"
  },
  {
    "path": "README.md",
    "content": "# CS131: Computer Vision Foundations and Applications\n\nThis repository contains the released assignments for the [fall 2017](http://vision.stanford.edu/teaching/cs131_fall1718/), [fall 2018](http://vision.stanford.edu/teaching/cs131_fall1819), [fall 2019](http://vision.stanford.edu/teaching/cs131_fall1920), [fall 2020](http://vision.stanford.edu/teaching/cs131_fall2021/), [fall 2021](http://vision.stanford.edu/teaching/cs131_fall2122/), [fall 2022](http://vision.stanford.edu/teaching/cs131_fall2223/), [winter 2024](http://vision.stanford.edu/teaching/cs131_winter2324/), [winter 2025](https://stanford-cs131.github.io/winter2025/), and [spring 2026](https://stanford-cs131.github.io/spring2026/) iterations of CS131, a course at Stanford taught by [Juan Carlos Niebles](http://www.niebles.net), [Adrien Gaidon](https://adriengaidon.com/), and Silvio Savarese.\n\nThe assignments cover a wide range of topics in computer vision, including low-level vision, geometry, and visual recognition. See more details in the related branches.\n\nAll the homeworks are under the MIT license.\n"
  },
  {
    "path": "spring_2026/README.md",
    "content": "# CS131 Spring 2026 Homework\n\nHomework 0 (basics): 10%\nHomework 1: 10%\nMini-project 1: 15%\nHomework 2: 10%\nMini-Project 2: 15%\nFinal Project: 40%"
  },
  {
    "path": "spring_2026/hw0_release/README.md",
    "content": "# Homework 0\n\nOpen the [`hw0.ipynb` colab notebook](https://colab.research.google.com/drive/11-yXOjx04ydgp5OK_16HWoCtXBWbS_Nb?usp=sharing) (ensure you're logged into your Stanford email to access), click \"open with colab\" and then \"copy to drive\" to have a copy in your Stanford Google drive, and follow the instructions in the notebook to complete the assignment. \n\nFollow the instructions in [this webpage](https://stanford-cs131.github.io/spring2026/assignments.html) to learn how to turn assignments into Gradescope."
  },
  {
    "path": "spring_2026/hw0_release/hw0.ipynb",
    "content": "{\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"YbbOGOmmvF_L\"\n      },\n      \"source\": [\n        \"# Homework 0\\n\",\n        \"In this homework, we will go through basic linear algebra, NumPy, and image manipulation using Python to get everyone on the same page for the prerequisite skills for this class.\\n\",\n        \"\\n\",\n        \"One of the aims of this homework assignment is to get you to start getting comfortable searching for useful library functions online. So in many of the functions you will implement, you will have to look up helper functions.\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Setup\"\n      ],\n      \"metadata\": {\n        \"id\": \"kFlvkQbd9rpw\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###**Step 1**\\n\",\n        \"First, run the cells below to clone the `CS131_release` [repo](https://github.com/StanfordVL/CS131_release) and `cd` into the correct directory in order to access some necessary files.\\n\",\n        \"\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"dWteGLJ-HtzG\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import os\\n\",\n        \"\\n\",\n        \"if not os.path.exists(\\\"CS131_release\\\"):\\n\",\n        \"    # Clone the repository if it doesn't already exist\\n\",\n        \"    !git clone https://github.com/StanfordVL/CS131_release.git\"\n      ],\n      \"metadata\": {\n        \"id\": \"_qzk4-8_kB5W\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"%cd CS131_release/spring_2026/hw0_release/\"\n      ],\n      \"metadata\": {\n        \"id\": \"VkEPqnSSkFax\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###**Step 2**\\n\",\n        \"Next, run the cells below to install the necessary libraries and packages.\"\n      ],\n      \"metadata\": {\n        \"id\": \"p-M-lvN5L6Or\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Install the necessary dependencies\\n\",\n        \"# (restart your runtime session if prompted to, and then re-run this cell)\\n\",\n        \"\\n\",\n        \"!pip install -r requirements.txt\"\n      ],\n      \"metadata\": {\n        \"id\": \"dmeEGY326c9j\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"ezYsCrzNvF_M\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Imports the print function from newer versions of python\\n\",\n        \"from __future__ import print_function\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# The Random module implements pseudo-random number generators\\n\",\n        \"import random\\n\",\n        \"\\n\",\n        \"# Numpy is the main package for scientific computing with Python.\\n\",\n        \"# This will be one of our most used libraries in this class\\n\",\n        \"import numpy as np\\n\",\n        \"\\n\",\n        \"# The Time library helps us time code runtimes\\n\",\n        \"import time\\n\",\n        \"\\n\",\n        \"# PIL (Pillow) is a useful library for opening, manipulating, and saving images\\n\",\n        \"from PIL import Image\\n\",\n        \"\\n\",\n        \"# skimage (Scikit-Image) is a library for image processing\\n\",\n        \"from skimage import color, io\\n\",\n        \"\\n\",\n        \"# Matplotlib is a useful plotting library for python\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"# This code is to make matplotlib figures appear inline in the\\n\",\n        \"# notebook rather than in a new window.\\n\",\n        \"%matplotlib inline\\n\",\n        \"plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\\n\",\n        \"plt.rcParams['image.interpolation'] = 'nearest'\\n\",\n        \"plt.rcParams['image.cmap'] = 'gray'\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"collapsed\": true,\n        \"id\": \"6RlGm4wAvF_M\"\n      },\n      \"source\": [\n        \"# Question 1: Linear Algebra and NumPy Review\\n\",\n        \"In this section, we will review linear algebra and learn how to use vectors and matrices in python using numpy.\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"ntoNK39DvF_M\"\n      },\n      \"source\": [\n        \"## Question 1.1 (5 points)\\n\",\n        \"First, let's test whether you can define the following matrices and vectors using numpy. Look up `np.array()` for help. In the next code block, define $M$ as a $(4, 3)$ matrix, $a$ as a $(1, 3)$ row vector and $b$ as a $(3, 1)$ column vector:\\n\",\n        \"\\n\",\n        \"$$M = \\\\begin{bmatrix}\\n\",\n        \"1 & 2 & 3 \\\\\\\\\\n\",\n        \"4 & 5 & 6 \\\\\\\\\\n\",\n        \"7 & 8 & 9 \\\\\\\\\\n\",\n        \"10 & 11 & 12 \\\\end{bmatrix}\\n\",\n        \"$$\\n\",\n        \"\\n\",\n        \"$$a = \\\\begin{bmatrix}\\n\",\n        \"1 & 1 & 0\\n\",\n        \"\\\\end{bmatrix}\\n\",\n        \"$$\\n\",\n        \"\\n\",\n        \"$$b = \\\\begin{bmatrix}\\n\",\n        \"-1 \\\\\\\\ 2 \\\\\\\\ 5\\n\",\n        \"\\\\end{bmatrix}  \\n\",\n        \"$$\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"rmvtCYOivF_M\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"### YOUR CODE HERE\\n\",\n        \"pass\\n\",\n        \"### END CODE HERE\\n\",\n        \"print(\\\"M = \\\\n\\\", M)\\n\",\n        \"print(\\\"The size of M is: \\\", M.shape)\\n\",\n        \"print()\\n\",\n        \"print(\\\"a = \\\", a)\\n\",\n        \"print(\\\"The size of a is: \\\", a.shape)\\n\",\n        \"print()\\n\",\n        \"print(\\\"b = \\\", b)\\n\",\n        \"print(\\\"The size of b is: \\\", b.shape)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"yld5HABqvF_N\"\n      },\n      \"source\": [\n        \"## Question 1.2 (5 points)\\n\",\n        \"Implement the `dot_product()` method below and check that it returns the correct answer for $a^Tb$.\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def dot_product(a, b):\\n\",\n        \"    \\\"\\\"\\\"Implement dot product between the two vectors: a and b.\\n\",\n        \"\\n\",\n        \"    (optional): While you can solve this using for loops, we recommend\\n\",\n        \"    that you look up `np.dot()` online and use that instead.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        a: numpy array of shape (x, n)\\n\",\n        \"        b: numpy array of shape (n, x)\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        out: numpy array of shape (x, x) (scalar if x = 1)\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    out = None\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"    return out\"\n      ],\n      \"metadata\": {\n        \"id\": \"6T6tWrCPhP3e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"jhwxJIOIvF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Now, let's test out this dot product. Your answer should be [[1]].\\n\",\n        \"aDotB = dot_product(a, b)\\n\",\n        \"print(aDotB)\\n\",\n        \"\\n\",\n        \"print(\\\"The size is: \\\", aDotB.shape)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"9drZmTD2vF_N\"\n      },\n      \"source\": [\n        \"## Question 1.3 (5 points)\\n\",\n        \"Implement the `complicated_matrix_function()` method below and use it to compute $(ab)Ma^T$\\n\",\n        \"\\n\",\n        \"IMPORTANT NOTE: The `complicated_matrix_function()` method expects all inputs to be two dimensional numpy arrays, as opposed to 1-D arrays.  This is an important distinction, because 2-D arrays can be transposed, while 1-D arrays cannot.\\n\",\n        \"\\n\",\n        \"To transpose a 2-D array, you can use the syntax `array.T`\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def complicated_matrix_function(M, a, b):\\n\",\n        \"    \\\"\\\"\\\"Implement (a * b) * (M * a.T).\\n\",\n        \"\\n\",\n        \"    (optional): Use the `dot_product(a, b)` function you wrote above\\n\",\n        \"    as a helper function.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        M: numpy matrix of shape (x, n).\\n\",\n        \"        a: numpy array of shape (1, n).\\n\",\n        \"        b: numpy array of shape (n, 1).\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        out: numpy matrix of shape (x, 1).\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    out = None\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    return out\"\n      ],\n      \"metadata\": {\n        \"id\": \"8i-HNs9Thl6j\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"HxtlMhRZvF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Your answer should be $[[3], [9], [15], [21]]$ of shape(4, 1).\\n\",\n        \"ans = complicated_matrix_function(M, a, b)\\n\",\n        \"print(ans)\\n\",\n        \"print()\\n\",\n        \"print(\\\"The size is: \\\", ans.shape)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"enpz9sluvF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"M_2 = np.array(range(4)).reshape((2,2))\\n\",\n        \"a_2 = np.array([[1,1]])\\n\",\n        \"b_2 = np.array([[10, 10]]).T\\n\",\n        \"print(M_2.shape)\\n\",\n        \"print(a_2.shape)\\n\",\n        \"print(b_2.shape)\\n\",\n        \"print()\\n\",\n        \"\\n\",\n        \"# Your answer should be $[[20], [100]]$ of shape(2, 1).\\n\",\n        \"ans = complicated_matrix_function(M_2, a_2, b_2)\\n\",\n        \"print(ans)\\n\",\n        \"print()\\n\",\n        \"print(\\\"The size is: \\\", ans.shape)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"fzO1rzJyvF_N\"\n      },\n      \"source\": [\n        \"## Question 1.4 (10 points)\\n\",\n        \"Implement `eigen_decomp()` and `get_eigen_values_and_vectors()` methods. In this method, perform eigenvalue decomposition on the following matrix and return the largest k eigen values and corresponding eigen vectors (k is specified in the method calls below).\\n\",\n        \"\\n\",\n        \"$$M = \\\\begin{bmatrix}\\n\",\n        \"1 & 2 & 3 \\\\\\\\\\n\",\n        \"4 & 5 & 6 \\\\\\\\\\n\",\n        \"7 & 8 & 9 \\\\end{bmatrix}\\n\",\n        \"$$\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def eigen_decomp(M):\\n\",\n        \"    \\\"\\\"\\\"Implement eigenvalue decomposition.\\n\",\n        \"\\n\",\n        \"    (optional): You might find the `np.linalg.eig` function useful.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        matrix: numpy matrix of shape (m, m)\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        w: numpy array of shape (m,) such that the column v[:,i] is the eigenvector corresponding to the eigenvalue w[i].\\n\",\n        \"        v: Matrix where every column is an eigenvector.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    w = None\\n\",\n        \"    v = None\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"    return w, v\"\n      ],\n      \"metadata\": {\n        \"id\": \"xfnH5CgthyOI\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def get_eigen_values_and_vectors(M, k):\\n\",\n        \"    \\\"\\\"\\\"Return top k eigenvalues and eigenvectors of matrix M. By top k\\n\",\n        \"    here we mean the eigenvalues with the top ABSOLUTE values (lookup\\n\",\n        \"    np.argsort for a hint on how to do so.)\\n\",\n        \"\\n\",\n        \"    (optional): Use the `eigen_decomp(M)` function you wrote above\\n\",\n        \"    as a helper function\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        M: numpy matrix of shape (m, m).\\n\",\n        \"        k: number of eigen values and respective vectors to return.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        eigenvalues: list of length k containing the top k eigenvalues\\n\",\n        \"        eigenvectors: list of length k containing the top k eigenvectors\\n\",\n        \"            of shape (m,)\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    eigenvalues = []\\n\",\n        \"    eigenvectors = []\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"    return eigenvalues, eigenvectors\"\n      ],\n      \"metadata\": {\n        \"id\": \"SXc6lqC2hy8B\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"Yeeinwh5vF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Let's define M.\\n\",\n        \"M = np.array([[1,2,3],[4,5,6],[7,8,9]])\\n\",\n        \"\\n\",\n        \"# Now let's grab the first eigenvalue and first eigenvector.\\n\",\n        \"# You should get back a single eigenvalue and a single eigenvector.\\n\",\n        \"val, vec = get_eigen_values_and_vectors(M[:,:3], 1)\\n\",\n        \"print(\\\"First eigenvalue =\\\", val[0])\\n\",\n        \"print()\\n\",\n        \"print(\\\"First eigenvector =\\\", vec[0])\\n\",\n        \"print()\\n\",\n        \"assert len(vec) == 1\\n\",\n        \"\\n\",\n        \"# Now, let's get the first two eigenvalues and eigenvectors.\\n\",\n        \"# You should get back a list of two eigenvalues and a list of two eigenvector arrays.\\n\",\n        \"val, vec = get_eigen_values_and_vectors(M[:,:3], 2)\\n\",\n        \"print(\\\"Eigenvalues =\\\", val)\\n\",\n        \"print()\\n\",\n        \"print(\\\"Eigenvectors =\\\", vec)\\n\",\n        \"assert len(vec) == 2\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"nPB5JDZ8vF_N\"\n      },\n      \"source\": [\n        \"## Question 1.5 (10 points)\\n\",\n        \"\\n\",\n        \"To wrap up our overview of NumPy, let's implement something fun — a helper function for computing the Euclidean distance between two $n$-dimensional points!\\n\",\n        \"\\n\",\n        \"In the 2-dimensional case, computing the Euclidean distance reduces to solving the Pythagorean theorem $c = \\\\sqrt{a^2 + b^2}$:\\n\",\n        \"\\n\",\n        \"![pythagorean.png](https://drive.google.com/uc?export=view&id=1h_A38Ge4IXnBjlO6v0-axBnUmBMJviJH)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"...where, given two points $(x_1, y_1)$ and $(x_2, y_2)$, $a = x_1 - x_2$ and $b = y_1 - y_2$.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"More generally, given two $n$-dimensional vectors, the Euclidean distance can be computed by:\\n\",\n        \"\\n\",\n        \"1. Performing an elementwise subtraction between the two vectors, to get $n$ difference values.\\n\",\n        \"2. Squaring each of the $n$ difference values, and summing the squares.\\n\",\n        \"4. Taking the square root of our sum.\\n\",\n        \"\\n\",\n        \"Alternatively, the Euclidean distance between length-$n$ vectors $u$ and $v$ can be written as:\\n\",\n        \"\\n\",\n        \"$\\n\",\n        \"\\\\quad\\\\textbf{distance}(u, v) = \\\\sqrt{\\\\sum_{i=1}^n (u_i - v_i)^2}\\n\",\n        \"$\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Try implementing this function: first using native Python with a `for` loop in the `euclidean_distance_native()` function, then in NumPy **without any loops** in the `euclidean_distance_numpy()` function.\\n\",\n        \"We've added some `assert`  statements here to help you check functionality (if it prints nothing, then your implementation is correct)!\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def euclidean_distance_native(u, v):\\n\",\n        \"    \\\"\\\"\\\"Computes the Euclidean distance between two vectors, represented as Python\\n\",\n        \"    lists.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        u (List[float]): A vector, represented as a list of floats.\\n\",\n        \"        v (List[float]): A vector, represented as a list of floats.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        float: Euclidean distance between `u` and `v`.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    # First, run some checks:\\n\",\n        \"    assert isinstance(u, list)\\n\",\n        \"    assert isinstance(v, list)\\n\",\n        \"    assert len(u) == len(v)\\n\",\n        \"\\n\",\n        \"    # Compute the distance!\\n\",\n        \"    # Notes:\\n\",\n        \"    #  1) Try breaking this problem down: first, we want to get\\n\",\n        \"    #     the difference between corresponding elements in our\\n\",\n        \"    #     input arrays. Then, we want to square these differences.\\n\",\n        \"    #     Finally, we want to sum the squares and square root the\\n\",\n        \"    #     sum.\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\"\n      ],\n      \"metadata\": {\n        \"id\": \"bpc_6ytjh4gY\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"NYboVRxgvF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"## Testing native Python function\\n\",\n        \"assert euclidean_distance_native([7.0], [6.0]) == 1.0\\n\",\n        \"assert euclidean_distance_native([7.0, 0.0], [3.0, 3.0]) == 5.0\\n\",\n        \"assert euclidean_distance_native([7.0, 0.0, 0.0], [3.0, 0.0, 3.0]) == 5.0\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def euclidean_distance_numpy(u, v):\\n\",\n        \"    \\\"\\\"\\\"Computes the Euclidean distance between two vectors, represented as NumPy\\n\",\n        \"    arrays.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        u (np.ndarray): A vector, represented as a NumPy array.\\n\",\n        \"        v (np.ndarray): A vector, represented as a NumPy array.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        float: Euclidean distance between `u` and `v`.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    # First, run some checks:\\n\",\n        \"    assert isinstance(u, np.ndarray)\\n\",\n        \"    assert isinstance(v, np.ndarray)\\n\",\n        \"    assert u.shape == v.shape\\n\",\n        \"\\n\",\n        \"    # Compute the distance!\\n\",\n        \"    # Note:\\n\",\n        \"    #  1) You shouldn't need any loops\\n\",\n        \"    #  2) Some functions you can Google that might be useful:\\n\",\n        \"    #         np.sqrt(), np.sum()\\n\",\n        \"    #  3) Try breaking this problem down: first, we want to get\\n\",\n        \"    #     the difference between corresponding elements in our\\n\",\n        \"    #     input arrays. Then, we want to square these differences.\\n\",\n        \"    #     Finally, we want to sum the squares and square root the\\n\",\n        \"    #     sum.\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\"\n      ],\n      \"metadata\": {\n        \"id\": \"Sg2xfBDYh_WU\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"cLiqmCF1vF_N\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"## Testing NumPy function\\n\",\n        \"assert euclidean_distance_numpy(\\n\",\n        \"    np.array([7.0]),\\n\",\n        \"    np.array([6.0])\\n\",\n        \") == 1.0\\n\",\n        \"assert euclidean_distance_numpy(\\n\",\n        \"    np.array([7.0, 0.0]),\\n\",\n        \"    np.array([3.0, 3.0])\\n\",\n        \") == 5.0\\n\",\n        \"assert euclidean_distance_numpy(\\n\",\n        \"    np.array([7.0, 0.0, 0.0]),\\n\",\n        \"    np.array([3.0, 0.0, 3.0])\\n\",\n        \") == 5.0\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"ej6SnRR3vF_N\"\n      },\n      \"source\": [\n        \"Next, let's take a look at how these two implementations compare in terms of runtime:\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"8Y4kckihvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"n = 1000\\n\",\n        \"\\n\",\n        \"# Create some length-n lists and/or n-dimensional arrays\\n\",\n        \"a = [0.0] * n\\n\",\n        \"b = [10.0] * n\\n\",\n        \"a_array = np.array(a)\\n\",\n        \"b_array = np.array(b)\\n\",\n        \"\\n\",\n        \"# Compute runtime for native implementation\\n\",\n        \"start_time = time.time()\\n\",\n        \"for i in range(10000):\\n\",\n        \"    euclidean_distance_native(a, b)\\n\",\n        \"print(\\\"Native:\\\", (time.time() - start_time), \\\"seconds\\\")\\n\",\n        \"\\n\",\n        \"# Compute runtime for numpy implementation\\n\",\n        \"# Start by grabbing the current time in seconds\\n\",\n        \"start_time = time.time()\\n\",\n        \"for i in range(10000):\\n\",\n        \"    euclidean_distance_numpy(a_array, b_array)\\n\",\n        \"print(\\\"NumPy:\\\", (time.time() - start_time), \\\"seconds\\\")\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"qHrAKmETvF_O\"\n      },\n      \"source\": [\n        \"As you can see, doing vectorized calculations (i.e. no for loops) with NumPy results in significantly faster computations!\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"xLvGGjR6vF_O\"\n      },\n      \"source\": [\n        \"# Part 2: Image Manipulation\\n\",\n        \"\\n\",\n        \"Now that you are familiar with using matrices and vectors. Let's load some images and treat them as matrices and do some operations on them. Make sure you've followed the instructions at the top of the notebook (you've cloned `CS131_release` and are in the correct directory).\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"r1qlIkmgvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Run this code to set the locations of the images we will be using.\\n\",\n        \"# You can change these paths to point to your own images if you want to try them out for fun.\\n\",\n        \"\\n\",\n        \"image1_path = 'image1.jpg'\\n\",\n        \"image2_path = 'image2.jpg'\\n\",\n        \"\\n\",\n        \"def display(img):\\n\",\n        \"    # Show image\\n\",\n        \"    plt.figure(figsize = (5,5))\\n\",\n        \"    plt.imshow(img)\\n\",\n        \"    plt.axis('off')\\n\",\n        \"    plt.show()\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"4W6YIau8vF_O\"\n      },\n      \"source\": [\n        \"## Question 2.1 (5 points)\\n\",\n        \"Read the `display()` method above and implement the `load()` method below. We will use these two methods through the rest of the notebook to visualize our work.\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def load(image_path):\\n\",\n        \"    \\\"\\\"\\\"Loads an image from a file path.\\n\",\n        \"\\n\",\n        \"    HINT: Look up `skimage.io.imread()` function.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        image_path: file path to the image.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        out: numpy array of shape(image_height, image_width, 3).\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    out = None\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    # Use skimage io.imread\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    # Let's convert the image to be between the correct range.\\n\",\n        \"    out = out.astype(np.float64) / 255\\n\",\n        \"    return out\"\n      ],\n      \"metadata\": {\n        \"id\": \"Nlpa5yUIil2J\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"8x0WZjnjvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"image1 = load(image1_path)\\n\",\n        \"\\n\",\n        \"display(image1)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"Avl1s7ArvF_O\"\n      },\n      \"source\": [\n        \"## Question 2.2 (5 points)\\n\",\n        \"One of the most common operations we perform when working with images is rectangular **cropping**, or the action of removing unwanted outer areas of an image.\\n\",\n        \"\\n\",\n        \"Take a look at this code we've written to crop out everything but the eyes of our baboon from above:\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"lbkv2zSJvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"display(image1[10:60, 70:230, :])\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"WmjP_uU8vF_O\"\n      },\n      \"source\": [\n        \"Implement the `crop_image()` method by taking in the starting row index, starting column index, number of rows, and number of columns, and outputting the cropped image.\\n\",\n        \"\\n\",\n        \"Then, in the cell below, see if you can pull out a 100x100 square from each corner of the original `image1`: the top left, top right, bottom left, and bottom right.\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def crop_image(image, start_row, start_col, num_rows, num_cols):\\n\",\n        \"    \\\"\\\"\\\"Crop an image based on the specified bounds.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        image: numpy array of shape(image_height, image_width, 3).\\n\",\n        \"        start_row (int): The starting row index we want to include in our cropped image.\\n\",\n        \"        start_col (int): The starting column index we want to include in our cropped image.\\n\",\n        \"        num_rows (int): Number of rows in our desired cropped image.\\n\",\n        \"        num_cols (int): Number of columns in our desired cropped image.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        out: numpy array of shape(num_rows, num_cols, 3).\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"\\n\",\n        \"    out = None\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    return out\"\n      ],\n      \"metadata\": {\n        \"id\": \"j7cIiOfOjI54\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"_Lq22ccsvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"r, c = image1.shape[0], image1.shape[1]\\n\",\n        \"\\n\",\n        \"top_left_corner = crop_image(image1, 0, 0, 100, 100)\\n\",\n        \"top_right_corner = crop_image(image1, 0, c-100, 100, 100)\\n\",\n        \"bottom_left_corner = crop_image(image1, r-100, 0, 100, 100)\\n\",\n        \"bottom_right_corner = crop_image(image1, r-100, c-100, 100, 100)\\n\",\n        \"\\n\",\n        \"display(top_left_corner)\\n\",\n        \"display(top_right_corner)\\n\",\n        \"display(bottom_left_corner)\\n\",\n        \"display(bottom_right_corner)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"QN7goHAEvF_O\"\n      },\n      \"source\": [\n        \"## Question 2.3 (10 points)\\n\",\n        \"Implement the `dim_image()` method by converting images according to  $x_n = 0.5*x_p^2$ for every pixel, where $x_n$ is the new value and $x_p$ is the original value.\\n\",\n        \"\\n\",\n        \"Note: Since all the pixel values of the image are in the range $[0, 1]$, the above formula will result in reducing these pixels values and therefore make the image dimmer.\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def dim_image(image):\\n\",\n        \"    \\\"\\\"\\\"Change the value of every pixel by following\\n\",\n        \"\\n\",\n        \"                        x_n = 0.5*x_p^2\\n\",\n        \"\\n\",\n        \"    where x_n is the new value and x_p is the original value.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        image: numpy array of shape(image_height, image_width, 3).\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        out: numpy array of shape(image_height, image_width, 3).\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"\\n\",\n        \"    out = None\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    return out\"\n      ],\n      \"metadata\": {\n        \"id\": \"uQ9_nCFpjaU3\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"QGGjaJOZvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"new_image = dim_image(image1)\\n\",\n        \"display(new_image)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"-V_hzJPWvF_O\"\n      },\n      \"source\": [\n        \"## Question 2.4 (10 points)\\n\",\n        \"Let's try another commonly used operation: image resizing!\\n\",\n        \"\\n\",\n        \"At a high level, image resizing should go something like this:\\n\",\n        \"\\n\",\n        \"1. We create an (initially empty) output array of the desired size, `output_image`\\n\",\n        \"2. We iterate over each pixel position `(i,j)` in the output image\\n\",\n        \"    - For each output pixel, we compute a corresponding input pixel `(input_i, input_j)`\\n\",\n        \"    - We assign `output_image[i, j, :]` to `input_image[input_i, input_j, :]`\\n\",\n        \"3. We return the resized output image\\n\",\n        \"\\n\",\n        \"We want `input_i` and `input_j` to increase proportionally with `i` and `j` respectively:\\n\",\n        \"\\n\",\n        \"- `input_i` can be computed as `int(i * row_scale_factor)`\\n\",\n        \"- `input_j` can be computed as `int(j * col_scale_factor)`\\n\",\n        \"\\n\",\n        \"...where `int()` is a Python operation takes a float and rounds it down to the nearest integer, and `row_scale_factor` and `col_scale_factor` are constants computed from the image input/output sizes.\\n\",\n        \"\\n\",\n        \"Try to figure out what `row_scale_factor` and `col_scale_factor` should be, then implement this algorithm in the `resize_image()` method! Then, run the cells below to test out your image resizing algorithm!\\n\",\n        \"\\n\",\n        \"When you downsize the baboon to 16x16, you should expect an output that looks something like this:\\n\",\n        \"\\n\",\n        \"![16_16_baboon.png](https://drive.google.com/uc?export=view&id=1j7YMLRAOhKBd1Wj7m4PsE9o6-Z9jUfET)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"When you stretch it horizontally to 50x400, you should get:\\n\",\n        \"\\n\",\n        \"![50_400_baboon.png](https://drive.google.com/uc?export=view&id=1KvAxUBgew8b19zjBBgSB2-zH0DCFAxrM)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def resize_image(input_image, output_rows, output_cols):\\n\",\n        \"    \\\"\\\"\\\"Resize an image using the nearest neighbor method.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        input_image (np.ndarray): RGB image stored as an array, with shape\\n\",\n        \"            `(input_rows, input_cols, 3)`.\\n\",\n        \"        output_rows (int): Number of rows in our desired output image.\\n\",\n        \"        output_cols (int): Number of columns in our desired output image.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        np.ndarray: Resized image, with shape `(output_rows, output_cols, 3)`.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    input_rows, input_cols, channels = input_image.shape\\n\",\n        \"    assert channels == 3\\n\",\n        \"\\n\",\n        \"    # 1. Create the resized output image\\n\",\n        \"    output_image = np.zeros(shape=(output_rows, output_cols, 3))\\n\",\n        \"\\n\",\n        \"    # 2. Populate the `output_image` array using values from `input_image`\\n\",\n        \"    #    > This should require two nested for loops!\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    # 3. Return the output image\\n\",\n        \"    return output_image\"\n      ],\n      \"metadata\": {\n        \"id\": \"AJct3_IDjg_Y\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"fPx49RnMvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"display(resize_image(image1, 16, 16))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"h44Ui-EuvF_O\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"display(resize_image(image1, 50, 400))\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"qYomF-wWvF_O\"\n      },\n      \"source\": [\n        \"**Question:** In the resize algorithm we describe above, the output is populated by iterating over the indices of the output image. Could we implement image resizing by iterating over the indices of the input image instead? How do the two approaches compare?\\n\",\n        \"\\n\",\n        \"> *Your response here!*\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"pwT1j1SuvF_P\"\n      },\n      \"source\": [\n        \"## Question 2.5 (15 points)\\n\",\n        \"\\n\",\n        \"One more operation that you can try implementing is **image rotation**. This is part of a real interview question that we've encountered for actual computer vision jobs (notably at Facebook), and we expect it to require quite a bit more thinking.\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"MBNB_CRyvF_P\"\n      },\n      \"source\": [\n        \"#### a) Rotating 2D coordinates (5 points)\\n\",\n        \"\\n\",\n        \"Before we start thinking about rotating full images, let's start by taking a look at rotating `(x, y)` coordinates:\\n\",\n        \"\\n\",\n        \"![coordinate_rotation.png](https://drive.google.com/uc?export=view&id=1AP-h20FVLpUlsZjeu88x0rI4_vndi8XF)\\n\",\n        \"\\n\",\n        \"Using `np.cos()` and `np.sin()`, implement the `rotate2d()` method to compute the coordinates $(x', y')$ rotated by theta radians from $(x, y)$.\\n\",\n        \"\\n\",\n        \"Once you've implemented the function, test your implementation below using the assert statements (if it prints nothing, then your implementation is correct):\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def rotate2d(point, theta):\\n\",\n        \"    \\\"\\\"\\\"Rotate a 2D coordinate by some angle theta.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        point (np.ndarray): A 1D NumPy array containing two values: an x and y coordinate.\\n\",\n        \"        theta (float): An theta to rotate by, in radians.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        np.ndarray: A 1D NumPy array containing your rotated x and y values.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    assert point.shape == (2,)\\n\",\n        \"    assert isinstance(theta, float)\\n\",\n        \"\\n\",\n        \"    # Reminder: np.cos() and np.sin() will be useful here!\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\"\n      ],\n      \"metadata\": {\n        \"id\": \"U8ArvRCCjleM\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"PIFcF4SHvF_P\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"assert rotate2d(np.array([1.0, 0.0]), 0.0).shape == (\\n\",\n        \"    2,\\n\",\n        \"), \\\"Output shape incorrect!\\\"\\n\",\n        \"assert np.allclose(\\n\",\n        \"    rotate2d(np.array([1.0, 0.0]), 0.0), np.array([1.0, 0.0])\\n\",\n        \"), \\\"\\\"\\n\",\n        \"assert np.allclose(\\n\",\n        \"    rotate2d(np.array([1.0, 0.0]), np.pi / 2.0), np.array([0.0, 1.0])\\n\",\n        \"), \\\"\\\"\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"ubUnR6OyvF_P\"\n      },\n      \"source\": [\n        \"Run the cell below to visualize a point as it's rotated around the origin by a set of evenly-spaced angles! You should see 30 points arranged in a circle.\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"e8-xxZGIvF_P\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Visualize a point being rotated around the origin\\n\",\n        \"# We'll use the matplotlib library for this!\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"\\n\",\n        \"points = np.zeros((30, 2))\\n\",\n        \"for i in range(30):\\n\",\n        \"    points[i, :] = rotate2d(np.array([1.0, 0.0]), i / 30.0 * (2 * np.pi))\\n\",\n        \"\\n\",\n        \"plt.scatter(points[:, 0], points[:, 1])\\n\",\n        \"plt.show()\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"OPv1JbosvF_P\"\n      },\n      \"source\": [\n        \"**Question:** Our function currently only rotates input points around the origin (0,0). Using the same `rotate2d` function, how could we rotate the point around a center that wasn't at the origin? **You'll need to do this when you implement image rotation below!**\\n\",\n        \"\\n\",\n        \"> *Your response here!*\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"i8A_51QPvF_P\"\n      },\n      \"source\": [\n        \"#### b) Rotate Image (10 points)\\n\",\n        \"\\n\",\n        \"Finally, use what you've learned about 2D rotations to create and implement the `rotate_image(input_image, theta)` function!\\n\",\n        \"\\n\",\n        \"For an input angle of $\\\\pi/4$ (45 degrees), the expected output is:\\n\",\n        \"\\n\",\n        \"![rotated_output.png](https://drive.google.com/uc?export=view&id=10KvTBxeYx2jR3wTqa_6VnnJ9M0GmLYgl)\\n\",\n        \"\\n\",\n        \"**Hints:**\\n\",\n        \"- We recommend basing your code off your `resize_image()` implementation, and applying the same general approach as before. Iterate over each pixel of an output image `(i, j)`, then fill in a color from a corresponding input pixel `(input_i, input_j)`. In this case, note that the output and input images should be the same size.\\n\",\n        \"- If you run into an output pixel whose corresponding input coordinates `input_i` and `input_j` that are invalid, you can just ignore that pixel or set it to black.\\n\",\n        \"- In our expected output above, we're rotating each coordinate around the center of the image, not the origin. (the origin is located at the top left)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def rotate_image(input_image, theta):\\n\",\n        \"    \\\"\\\"\\\"Rotate an image by some angle theta.\\n\",\n        \"\\n\",\n        \"    Args:\\n\",\n        \"        input_image (np.ndarray): RGB image stored as an array, with shape\\n\",\n        \"            `(input_rows, input_cols, 3)`.\\n\",\n        \"        theta (float): Angle to rotate our image by, in radians.\\n\",\n        \"\\n\",\n        \"    Returns:\\n\",\n        \"        (np.ndarray): Rotated image, with the same shape as the input.\\n\",\n        \"    \\\"\\\"\\\"\\n\",\n        \"    input_rows, input_cols, channels = input_image.shape\\n\",\n        \"    assert channels == 3\\n\",\n        \"\\n\",\n        \"    # 1. Create an output image with the same shape as the input\\n\",\n        \"    output_image = np.zeros_like(input_image)\\n\",\n        \"\\n\",\n        \"    ### YOUR CODE HERE\\n\",\n        \"    pass\\n\",\n        \"    ### END YOUR CODE\\n\",\n        \"\\n\",\n        \"    # 3. Return the output image\\n\",\n        \"    return output_image\"\n      ],\n      \"metadata\": {\n        \"id\": \"D762vJNjjvcp\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"AhfyPHMrvF_U\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Test that your output matches the expected output\\n\",\n        \"display(rotate_image(image1, np.pi / 4.0))\"\n      ]\n    }\n  ],\n  \"metadata\": {\n    \"kernelspec\": {\n      \"display_name\": \"Python 3\",\n      \"language\": \"python\",\n      \"name\": \"python3\"\n    },\n    \"language_info\": {\n      \"codemirror_mode\": {\n        \"name\": \"ipython\",\n        \"version\": 3\n      },\n      \"file_extension\": \".py\",\n      \"mimetype\": \"text/x-python\",\n      \"name\": \"python\",\n      \"nbconvert_exporter\": \"python\",\n      \"pygments_lexer\": \"ipython3\",\n      \"version\": \"3.8.8\"\n    },\n    \"colab\": {\n      \"provenance\": []\n    }\n  },\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0\n}\n"
  },
  {
    "path": "spring_2026/hw0_release/requirements.txt",
    "content": "Jinja2>=2.11\nMarkupSafe>=2.0\nPillow\nPyWavelets\nPygments>=2.7\nappnope>=0.1\nastroid\nbleach>=3.2\ncycler>=0.10\ndecorator>=4.4\nentrypoints>=0.3\nhtml5lib>=1.1\nisort\njedi>=0.17\njsonschema>=3.2\njupyter\nlazy-object-proxy\nmatplotlib>=3.3\nmccabe>=0.6\nmistune>=0.8\nnbconvert\nnbformat>=5.0\nnetworkx>=2.5\nnotebook\nnumpy\nolefile>=0.46\npandocfilters>=1.4\npexpect>=4.8\npickleshare>=0.7\nprompt-toolkit\nptyprocess>=0.6\npylint>=2.6\npyparsing>=2.4\npython-dateutil>=2.8\npytz>=2020.1\npyzmq\nqtconsole>=4.7\nscikit-image\nscipy\nsimplegeneric>=0.8\nsix>=1.15\nterminado\ntestpath>=0.4\ntimeout-decorator>=0.4\ntornado\nwcwidth>=0.2\nwebencodings>=0.5\nwidgetsnbextension>=3.5\nwrapt>=1.12"
  },
  {
    "path": "spring_2026/project1_release/README.md",
    "content": "# Project 1 Guidelines \n\nCS131, Spring 2026\n\nThis project asks you to choose a concept from the selection below and expand on it creatively. You should choose a topic that seems most interesting to you. (This is a great starting point as exploration for a final project as well!) \n\nPlease see [Project 1 Guidelines](https://docs.google.com/document/d/1nJSd8TDlYso3aOhG9sLK2AIMHIrlvKPiIfKAZwGP0Bs/edit?tab=t.0#heading=h.wnjpcldre32f) for the most updated project guidelines. \n\n\n## Main Notebook (50%): \n\nRead through the notebooks to get a sense of which one might interest you the most. Select **one** of the following topics to complete the notebook:\n\n- Option A: Filter and Object Detection (Lectures 2-3)\n\n- Option B: Edge Detection and Hough Transform (Lecture 3) \n\n- Option C: Harris corners, keypoint matching, and SIFT\n\n\n## Exploration Notebook (50%): \n\nThe exploration notebook is a separate later submission that expands on the concepts from a notebook of choice. \n\nWhile this section is open-ended in the topic that you choose to explore, we ask that you complete the following: \n\n- Review of current methods (5%) \n\n  - Once you’ve selected a topic or project idea, explore the literature space. Has there been academic research on this topic? Are there tutorials online, software packages, or libraries? \n\n  - Select **at least** 5 resources (youtube videos, papers, tutorials, opensource software, libraries, etc) and provide a short description (2-3 sentences) \n\n- Code (35%) \n\n  - We expect you to write code for this project (CS131 is, after all, a CS class 🙂). You may implement algorithms from scratch or expand on algorithms from this notebook if you would like, but using other libraries or other open-source software in a creative way is also sufficient. (ie. combining methods from different libraries). Here are some suggestions for starting points: \n\n    - Option A - \n\n      - Advanced filter methods- build on the filters from this notebook to  emulate filters from social media or photo-editing apps!\n\n      - Advanced image recognition techniques (i.e. extend object detection problem to be more general, handle more objects, etc)\n\n    - Option B - \n\n      - Edge/lane detection using your own images - analyze the performance of edge detection algorithms on various different environments - when does edge detection do better? Worse? How can these be improved? \n\n\n      - Enhancing the edge detection algorithm\n\n    - Option C- \n\n      - Feature detection and keypoint matching using your own images - analyze the performance of Harris corners, descriptors, and matching across different scenes and viewpoints. When do these methods work better? Worse? How can they be improved?\n\n      - Enhancing the keypoint detection, descriptor, or matching pipeline\n\n  - Consult a TA if you’re unsure or confused on what to do!\n\n- Writeup (10%) \n\n  - An explanation of what you did, and how it relates to the topic of choice. Please attach any images, figures, etc. (\\~200 words) \n\n\n## Submission Instructions: \n\n_\\[Will be updated once autograder is released]_\n\nPlease find the relevant Gradescope assignment for the option that you completed and submit that option only. You should submit 2 total Gradescope assignments: \n\n- Option \\[X] Notebook Code \n\n- Option \\[X] Written Component \n"
  },
  {
    "path": "spring_2026/project1_release/option_A/filters.py",
    "content": "\"\"\"\nCS131 - Computer Vision: Foundations and Applications\nProject 2 Option A\nAuthor: Donsuk Lee (donlee90@stanford.edu)\nDate created: 07/2017\nLast modified: 2/5/2024\nPython Version: 3.5+\n\"\"\"\n\nimport numpy as np\n\n\ndef conv_nested(image, kernel):\n    \"\"\"A naive implementation of convolution filter.\n\n    This is a naive implementation of convolution using 4 nested for-loops.\n    This function computes convolution of an image with a kernel and outputs\n    the result that has the same shape as the input image.\n\n    Args:\n        image: numpy array of shape (Hi, Wi).\n        kernel: numpy array of shape (Hk, Wk). Dimensions will be odd.\n\n    Returns:\n        out: numpy array of shape (Hi, Wi).\n    \"\"\"\n    Hi, Wi = image.shape\n    Hk, Wk = kernel.shape\n    out = np.zeros((Hi, Wi))\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef zero_pad(image, pad_height, pad_width):\n    \"\"\" Zero-pad an image.\n\n    Ex: a 1x1 image [[1]] with pad_height = 1, pad_width = 2 becomes:\n\n        [[0, 0, 0, 0, 0],\n         [0, 0, 1, 0, 0],\n         [0, 0, 0, 0, 0]]         of shape (3, 5)\n\n    Args:\n        image: numpy array of shape (H, W).\n        pad_width: width of the zero padding (left and right padding).\n        pad_height: height of the zero padding (bottom and top padding).\n\n    Returns:\n        out: numpy array of shape (H+2*pad_height, W+2*pad_width).\n    \"\"\"\n\n    H, W = image.shape\n    out = None\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n    return out\n\n\ndef conv_fast(image, kernel):\n    \"\"\" An efficient implementation of convolution filter.\n\n    This function uses element-wise multiplication and np.sum()\n    to efficiently compute weighted sum of neighborhood at each\n    pixel.\n\n    Hints:\n        - Use the zero_pad function you implemented above\n        - There should be two nested for-loops\n        - You may find np.flip() and np.sum() useful\n\n    Args:\n        image: numpy array of shape (Hi, Wi).\n        kernel: numpy array of shape (Hk, Wk). Dimensions will be odd.\n\n    Returns:\n        out: numpy array of shape (Hi, Wi).\n    \"\"\"\n    Hi, Wi = image.shape\n    Hk, Wk = kernel.shape\n    out = np.zeros((Hi, Wi))\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef cross_correlation(f, g):\n    \"\"\" Cross-correlation of image f and template g.\n\n    Hint: use the conv_fast function defined above.\n\n    Args:\n        f: numpy array of shape (Hf, Wf).\n        g: numpy array of shape (Hg, Wg).\n\n    Returns:\n        out: numpy array of shape (Hf, Wf).\n    \"\"\"\n\n    out = None\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef zero_mean_cross_correlation(f, g):\n    \"\"\" Zero-mean cross-correlation of image f and template g.\n\n    Subtract the mean of g from g so that its mean becomes zero.\n\n    Hint: you should look up useful numpy functions online for calculating the mean.\n\n    Args:\n        f: numpy array of shape (Hf, Wf).\n        g: numpy array of shape (Hg, Wg).\n\n    Returns:\n        out: numpy array of shape (Hf, Wf).\n    \"\"\"\n\n    out = None\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef normalized_cross_correlation(f, g):\n    \"\"\" Normalized cross-correlation of image f and template g.\n\n    Normalize the subimage of f and the template g at each step\n    before computing the weighted sum of the two.\n\n    Hint: you should look up useful numpy functions online for calculating \n          the mean and standard deviation.\n\n    Args:\n        f: numpy array of shape (Hf, Wf).\n        g: numpy array of shape (Hg, Wg).\n\n    Returns:\n        out: numpy array of shape (Hf, Wf).\n    \"\"\"\n\n    out = None\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n"
  },
  {
    "path": "spring_2026/project1_release/option_A/option_a.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Project 1 - Option A\\n\",\n    \"*This notebook is one of 3 options for Project 1. Part 1 includes both coding and written questions. Please hand in this notebook file with all the outputs and your answers to the written questions.*\\n\",\n    \"\\n\",\n    \"This notebook covers linear filters, convolution and correlation.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Project 1 Structure\\n\",\n    \"\\n\",\n    \"Complete this notebook for the main Project 1 assignment due next week. The exploration component has been moved to a separate notebook named `option_a_exploration.ipynb`, which is due the following week.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Setup\\n\",\n    \"from __future__ import print_function\\n\",\n    \"import numpy as np\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from time import time\\n\",\n    \"from skimage import io\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"%matplotlib inline\\n\",\n    \"plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\\n\",\n    \"plt.rcParams['image.interpolation'] = 'nearest'\\n\",\n    \"plt.rcParams['image.cmap'] = 'gray'\\n\",\n    \"\\n\",\n    \"# for auto-reloading extenrnal modules\\n\",\n    \"%load_ext autoreload\\n\",\n    \"%autoreload 2\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 1: Convolutions\\n\",\n    \"### 1.1 Commutative Property (5 points)\\n\",\n    \"Recall that the convolution of an image $f:\\\\mathbb{R}^2\\\\rightarrow \\\\mathbb{R}$ and a kernel $h:\\\\mathbb{R}^2\\\\rightarrow\\\\mathbb{R}$ is defined as follows:\\n\",\n    \"$$(f*h)[m,n]=\\\\sum_{i=-\\\\infty}^\\\\infty\\\\sum_{j=-\\\\infty}^\\\\infty f[i,j]\\\\cdot h[m-i,n-j]$$\\n\",\n    \"\\n\",\n    \"Or equivalently,\\n\",\n    \"\\\\begin{align}\\n\",\n    \"(f*h)[m,n] &= \\\\sum_{i=-\\\\infty}^\\\\infty\\\\sum_{j=-\\\\infty}^\\\\infty h[i,j]\\\\cdot f[m-i,n-j]\\\\\\\\\\n\",\n    \"&= (h*f)[m,n]\\n\",\n    \"\\\\end{align}\\n\",\n    \"\\n\",\n    \"Show that this is true (i.e. prove that the convolution operator is commutative: $f*h = h*f$).\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell. Please write your equations in [LaTex equations](http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.2 Shift Invariance (5 points)\\n\",\n    \"Let $f$ be a function $\\\\mathbb{R}^2\\\\rightarrow\\\\mathbb{R}$. Consider a system $f\\\\xrightarrow{s}g$, where $g=(f*h)$ with some kernel $h:\\\\mathbb{R}^2\\\\rightarrow\\\\mathbb{R}$. Also consider functions $f'[m,n] = f[m-m_0, n-n_0]$ and $g'[m,n] = g[m-m_0, n-n_0]$.  \\n\",\n    \"\\n\",\n    \"Show that $S$ defined by any kernel $h$ is a shift invariant system by showing that $g' = (f'*h)$.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell. Please write your equations in [LaTex equations](http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"\\n\",\n    \"### 1.3 Linearity (10 points)\\n\",\n    \"\\n\",\n    \"Recall that a system S is considered a linear system if and only if it satisfies the superposition property. In mathematical terms, a (function) S is a linear invariant system iff it satisfies:\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"S\\\\{\\\\alpha f_1[n,m] + \\\\beta f_2[n,m]\\\\} = \\\\alpha S\\\\{f_1[n,m]\\\\} + \\\\beta S\\\\{f_2[n,m]\\\\}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"Let $f_1$ and $f_2$ be functions $\\\\mathbb{R}^2\\\\rightarrow\\\\mathbb{R}$. Consider a system $f\\\\xrightarrow{s}g$, where $g=(f*h)$ with some kernel $h:\\\\mathbb{R}^2\\\\rightarrow\\\\mathbb{R}$.  \\n\",\n    \"\\n\",\n    \"Prove that $S$ defined by any kernel $h$ is linear by showing that the superposition property holds.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell. Please write your equations in [LaTex equations](http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.4 Implementation (30 points)\\n\",\n    \"\\n\",\n    \"In this section, you will implement two versions of convolution:\\n\",\n    \"- `conv_nested`\\n\",\n    \"- `conv_fast`\\n\",\n    \"\\n\",\n    \"First, run the code cell below to load the image to work with.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Open image as grayscale\\n\",\n    \"img = io.imread('dog.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Show image\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title(\\\"Isn't he cute?\\\")\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Now, implement the function **`conv_nested`** in **`filters.py`**. This is a naive implementation of convolution which uses 4 nested for-loops. It takes an image $f$ and a kernel $h$ as inputs and outputs the convolved image $(f*h)$ that has the same shape as the input image. This implementation should take a few seconds to run.\\n\",\n    \"\\n\",\n    \"*- Hint: It may be easier to implement $(h*f)$*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"We'll first test your `conv_nested` function on a simple input.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import conv_nested\\n\",\n    \"\\n\",\n    \"# Simple convolution kernel.\\n\",\n    \"kernel = np.array(\\n\",\n    \"[\\n\",\n    \"    [1,0,1],\\n\",\n    \"    [0,0,0],\\n\",\n    \"    [1,0,0]\\n\",\n    \"])\\n\",\n    \"\\n\",\n    \"# Create a test image: a white square in the middle\\n\",\n    \"test_img = np.zeros((9, 9))\\n\",\n    \"test_img[3:6, 3:6] = 1\\n\",\n    \"\\n\",\n    \"# Run your conv_nested function on the test image\\n\",\n    \"test_output = conv_nested(test_img, kernel)\\n\",\n    \"\\n\",\n    \"# Build the expected output\\n\",\n    \"expected_output = np.zeros((9, 9))\\n\",\n    \"expected_output[2:7, 2:7] = 1\\n\",\n    \"expected_output[5:, 5:] = 0\\n\",\n    \"expected_output[4, 2:5] = 2\\n\",\n    \"expected_output[2:5, 4] = 2\\n\",\n    \"expected_output[4, 4] = 3\\n\",\n    \"\\n\",\n    \"# Plot the test image\\n\",\n    \"plt.subplot(1,3,1)\\n\",\n    \"plt.imshow(test_img)\\n\",\n    \"plt.title('Test image')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot your convolved image\\n\",\n    \"plt.subplot(1,3,2)\\n\",\n    \"plt.imshow(test_output)\\n\",\n    \"plt.title('Convolution')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot the exepected output\\n\",\n    \"plt.subplot(1,3,3)\\n\",\n    \"plt.imshow(expected_output)\\n\",\n    \"plt.title('Exepected output')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"# Test if the output matches expected output\\n\",\n    \"assert np.max(test_output - expected_output) < 1e-10, \\\"Your solution is not correct.\\\"\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Now let's test your `conv_nested` function on a real image.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import conv_nested\\n\",\n    \"\\n\",\n    \"# Simple convolution kernel.\\n\",\n    \"# Feel free to change the kernel to see different outputs.\\n\",\n    \"kernel = np.array(\\n\",\n    \"[\\n\",\n    \"    [1,0,-1],\\n\",\n    \"    [2,0,-2],\\n\",\n    \"    [1,0,-1]\\n\",\n    \"])\\n\",\n    \"\\n\",\n    \"out = conv_nested(img, kernel)\\n\",\n    \"\\n\",\n    \"# Plot original image\\n\",\n    \"plt.subplot(2,2,1)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Original')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot your convolved image\\n\",\n    \"plt.subplot(2,2,3)\\n\",\n    \"plt.imshow(out)\\n\",\n    \"plt.title('Convolution')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot what you should get\\n\",\n    \"solution_img = io.imread('convolved_dog.png', as_gray=True)\\n\",\n    \"plt.subplot(2,2,4)\\n\",\n    \"plt.imshow(solution_img)\\n\",\n    \"plt.title('What you should get')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Let us implement a more efficient version of convolution using array operations in numpy. As shown in the lecture, a convolution can be considered as a sliding window that computes sum of the pixel values weighted by the flipped kernel. The faster version will i) zero-pad an image, ii) flip the kernel horizontally and vertically, and iii) compute weighted sum of the neighborhood at each pixel.\\n\",\n    \"\\n\",\n    \"First, implement the function **`zero_pad`** in **`filters.py`**.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import zero_pad\\n\",\n    \"\\n\",\n    \"pad_width = 20 # width of the padding on the left and right\\n\",\n    \"pad_height = 40 # height of the padding on the top and bottom\\n\",\n    \"\\n\",\n    \"padded_img = zero_pad(img, pad_height, pad_width)\\n\",\n    \"\\n\",\n    \"# Plot your padded dog\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(padded_img)\\n\",\n    \"plt.title('Padded dog')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot what you should get\\n\",\n    \"solution_img = io.imread('padded_dog.jpg', as_gray=True)\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(solution_img)\\n\",\n    \"plt.title('What you should get')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Next, complete the function **`conv_fast`** in **`filters.py`** using `zero_pad`. Run the code below to compare the outputs by the two implementations. `conv_fast` should run noticeably faster than `conv_nested`.  \\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import conv_fast\\n\",\n    \"\\n\",\n    \"t0 = time()\\n\",\n    \"out_fast = conv_fast(img, kernel)\\n\",\n    \"t1 = time()\\n\",\n    \"out_nested = conv_nested(img, kernel)\\n\",\n    \"t2 = time()\\n\",\n    \"\\n\",\n    \"# Compare the running time of the two implementations\\n\",\n    \"print(\\\"conv_nested: took %f seconds.\\\" % (t2 - t1))\\n\",\n    \"print(\\\"conv_fast: took %f seconds.\\\" % (t1 - t0))\\n\",\n    \"\\n\",\n    \"# Plot conv_nested output\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(out_nested)\\n\",\n    \"plt.title('conv_nested')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot conv_fast output\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(out_fast)\\n\",\n    \"plt.title('conv_fast')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Make sure that the two outputs are the same\\n\",\n    \"if not (np.max(out_fast - out_nested) < 1e-10):\\n\",\n    \"    print(\\\"Different outputs! Check your implementation.\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"---\\n\",\n    \"## Part 2: Cross-correlation\\n\",\n    \"\\n\",\n    \"Cross-correlation of an image $f$ with a template $g$ is defined as follows:\\n\",\n    \"$$(g ** f)[m,n]=\\\\sum_{i=-\\\\infty}^\\\\infty\\\\sum_{j=-\\\\infty}^\\\\infty g[i,j]\\\\cdot f[m + i,n + j]$$\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 2.1 Template Matching with Cross-correlation (12 points)\\n\",\n    \"Suppose that you are a clerk at a grocery store. One of your responsibilites is to check the shelves periodically and stock them up whenever there are sold-out items. You got tired of this laborious task and decided to build a computer vision system that keeps track of the items on the shelf.\\n\",\n    \"\\n\",\n    \"Luckily, you have learned in CS131 that cross-correlation can be used for template matching: a template $g$ is multiplied with regions of a larger image $f$ to measure how similar each region is to the template.\\n\",\n    \"\\n\",\n    \"The template of a product (`template.jpg`) and the image of shelf (`shelf.jpg`) is provided. We will use cross-correlation to find the product in the shelf.\\n\",\n    \"\\n\",\n    \"Implement **`cross_correlation`** function in **`filters.py`** and run the code below.\\n\",\n    \"\\n\",\n    \"*- Hint: you may use the `conv_fast` function you implemented in the previous question.*\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import cross_correlation\\n\",\n    \"\\n\",\n    \"# Load template and image in grayscale\\n\",\n    \"img = io.imread('shelf.jpg')\\n\",\n    \"img_gray = io.imread('shelf.jpg', as_gray=True)\\n\",\n    \"temp = io.imread('template.jpg')\\n\",\n    \"temp_gray = io.imread('template.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Perform cross-correlation between the image and the template\\n\",\n    \"out = cross_correlation(img_gray, temp_gray)\\n\",\n    \"\\n\",\n    \"# Find the location with maximum similarity\\n\",\n    \"y,x = (np.unravel_index(out.argmax(), out.shape))\\n\",\n    \"\\n\",\n    \"# Display product template\\n\",\n    \"plt.figure(figsize=(25,20))\\n\",\n    \"plt.subplot(3, 1, 1)\\n\",\n    \"plt.imshow(temp)\\n\",\n    \"plt.title('Template')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Display cross-correlation output\\n\",\n    \"plt.subplot(3, 1, 2)\\n\",\n    \"plt.imshow(out)\\n\",\n    \"plt.title('Cross-correlation (white means more correlated)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Display image\\n\",\n    \"plt.subplot(3, 1, 3)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Result (blue marker on the detected location)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Draw marker at detected location\\n\",\n    \"plt.plot(x, y, 'bx', ms=40, mew=10)\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Interpretation\\n\",\n    \"How does the output of cross-correlation filter look? Explain what problems there might be with using a raw template as a filter.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell.*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"---\\n\",\n    \"### 2.2 Zero-mean cross-correlation (6 points)\\n\",\n    \"A solution to this problem is to subtract the mean value of the template so that it has zero mean.\\n\",\n    \"\\n\",\n    \"Implement **`zero_mean_cross_correlation`** function in **`filters.py`** and run the code below.\\n\",\n    \"\\n\",\n    \"**If your implementation is correct, you should see the blue cross centered over the correct cereal box.**\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import zero_mean_cross_correlation\\n\",\n    \"\\n\",\n    \"# Perform cross-correlation between the image and the template\\n\",\n    \"out = zero_mean_cross_correlation(img_gray, temp_gray)\\n\",\n    \"\\n\",\n    \"# Find the location with maximum similarity\\n\",\n    \"y,x = np.unravel_index(out.argmax(), out.shape)\\n\",\n    \"\\n\",\n    \"# Display product template\\n\",\n    \"plt.figure(figsize=(30,20))\\n\",\n    \"plt.subplot(3, 1, 1)\\n\",\n    \"plt.imshow(temp)\\n\",\n    \"plt.title('Template')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Display cross-correlation output\\n\",\n    \"plt.subplot(3, 1, 2)\\n\",\n    \"plt.imshow(out)\\n\",\n    \"plt.title('Cross-correlation (white means more correlated)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Display image\\n\",\n    \"plt.subplot(3, 1, 3)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Result (blue marker on the detected location)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Draw marker at detected location\\n\",\n    \"plt.plot(x, y, 'bx', ms=40, mew=10)\\n\",\n    \"plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can also determine whether the product is present with appropriate scaling and thresholding.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def check_product_on_shelf(shelf, product):\\n\",\n    \"    out = zero_mean_cross_correlation(shelf, product)\\n\",\n    \"    \\n\",\n    \"    # Scale output by the size of the template\\n\",\n    \"    out = out / float(product.shape[0]*product.shape[1])\\n\",\n    \"    \\n\",\n    \"    # Threshold output (this is arbitrary, you would need to tune the threshold for a real application)\\n\",\n    \"    out = out > 0.025\\n\",\n    \"    \\n\",\n    \"    if np.sum(out) > 0:\\n\",\n    \"        print('The product is on the shelf')\\n\",\n    \"    else:\\n\",\n    \"        print('The product is not on the shelf')\\n\",\n    \"\\n\",\n    \"# Load image of the shelf without the product\\n\",\n    \"img2 = io.imread('shelf_soldout.jpg')\\n\",\n    \"img2_gray = io.imread('shelf_soldout.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"check_product_on_shelf(img_gray, temp_gray)\\n\",\n    \"\\n\",\n    \"plt.imshow(img2)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"check_product_on_shelf(img2_gray, temp_gray)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"---\\n\",\n    \"### 2.3 Normalized Cross-correlation (12 points)\\n\",\n    \"One day the light near the shelf goes out and the product tracker starts to malfunction. The `zero_mean_cross_correlation` is not robust to change in lighting condition. The code below demonstrates this.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import normalized_cross_correlation\\n\",\n    \"\\n\",\n    \"# Load image\\n\",\n    \"img = io.imread('shelf_dark.jpg')\\n\",\n    \"img_gray = io.imread('shelf_dark.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Perform cross-correlation between the image and the template\\n\",\n    \"out = zero_mean_cross_correlation(img_gray, temp_gray)\\n\",\n    \"\\n\",\n    \"# Find the location with maximum similarity\\n\",\n    \"y, x = np.unravel_index(out.argmax(), out.shape)\\n\",\n    \"\\n\",\n    \"# Display image\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Result (red marker on the detected location)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Draw marker at detcted location\\n\",\n    \"plt.plot(x, y, 'rx', ms=25, mew=5)\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"A solution is to normalize the pixels of the image and template at every step before comparing them. This is called **normalized cross-correlation**.\\n\",\n    \"\\n\",\n    \"The mathematical definition for normalized cross-correlation of $f$ and template $g$ is:\\n\",\n    \"$$(g \\\\star f)[m,n]=\\\\sum_{i,j} \\\\frac{g[i, j]-\\\\overline{g}}{\\\\sigma_g} \\\\cdot \\\\frac{f[m + i, n + j]-\\\\overline{f_{m,n}}}{\\\\sigma_{f_{m,n}}}$$\\n\",\n    \"\\n\",\n    \"where:\\n\",\n    \"- $f_{m,n}$ is the patch image at position $(m,n)$\\n\",\n    \"- $\\\\overline{f_{m,n}}$ is the mean of the patch image $f_{m,n}$\\n\",\n    \"- $\\\\sigma_{f_{m,n}}$ is the standard deviation of the patch image $f_{m,n}$ \\n\",\n    \"- $\\\\overline{g}$ is the mean of the template $g$\\n\",\n    \"- $\\\\sigma_g$ is the standard deviation of the template $g$\\n\",\n    \"\\n\",\n    \"Implement **`normalized_cross_correlation`** function in **`filters.py`** and run the code below.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from filters import normalized_cross_correlation\\n\",\n    \"\\n\",\n    \"# Perform normalized cross-correlation between the image and the template\\n\",\n    \"out = normalized_cross_correlation(img_gray, temp_gray)\\n\",\n    \"\\n\",\n    \"# Find the location with maximum similarity\\n\",\n    \"y, x = np.unravel_index(out.argmax(), out.shape)\\n\",\n    \"\\n\",\n    \"# Display image\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Result (red marker on the detected location)')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Draw marker at detcted location\\n\",\n    \"plt.plot(x, y, 'rx', ms=25, mew=5)\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 3: Separable Filters\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 3.1 Theory (10 points)\\n\",\n    \"Consider an $M_1\\\\times{N_1}$ image $I$ and an $M_2\\\\times{N_2}$ filter $F$. A filter $F$ is **separable** if it can be written as a product of two 1D filters: $F=F_1F_2$.\\n\",\n    \"\\n\",\n    \"For example,\\n\",\n    \"$$F=\\n\",\n    \"\\\\begin{bmatrix}\\n\",\n    \"1 & -1 \\\\\\\\\\n\",\n    \"1 & -1\\n\",\n    \"\\\\end{bmatrix}\\n\",\n    \"$$\\n\",\n    \"can be written as a matrix product of\\n\",\n    \"$$F_1=\\n\",\n    \"\\\\begin{bmatrix}\\n\",\n    \"1  \\\\\\\\\\n\",\n    \"1\\n\",\n    \"\\\\end{bmatrix},\\n\",\n    \"F_2=\\n\",\n    \"\\\\begin{bmatrix}\\n\",\n    \"1 & -1\\n\",\n    \"\\\\end{bmatrix}\\n\",\n    \"$$\\n\",\n    \"Therefore $F$ is a separable filter.\\n\",\n    \"\\n\",\n    \"Prove that for any separable filter $F=F_1F_2$,\\n\",\n    \"$$I*F=(I*F_1)*F_2$$\\n\",\n    \"where $*$ is the convolution operation.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell. Please write your equations in [LaTex equations](http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 3.2 Complexity comparison (10 points)\\n\",\n    \"Consider an $M_1\\\\times{N_1}$ image $I$ and an $M_2\\\\times{N_2}$ filter $F$ that is separable (i.e. $F=F_1F_2$).\\n\",\n    \"\\n\",\n    \"(i) How many multiplication operations do you need to do a direct 2D convolution (i.e. $I*F$)?<br>\\n\",\n    \"(ii) How many multiplication operations do you need to do 1D convolutions on rows and columns (i.e. $(I*F_1)*F_2$)?<br>\\n\",\n    \"(iii) Use Big-O notation, written with respet to the dimensions $M_1$, $N_1$, $M_2$, and $N_2$, to argue which one is more efficient in general: direct 2D convolution or two successive 1D convolutions?\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** *Write your solution in this markdown cell. Please write your equations in [LaTex equations](http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/Typesetting%20Equations.html).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Now, we will empirically compare the running time of a separable 2D convolution and its equivalent two 1D convolutions. The Gaussian kernel, widely used for blurring images, is one example of a separable filter. Run the code below to see its effect.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Load image\\n\",\n    \"img = io.imread('dog.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"# 5x5 Gaussian blur\\n\",\n    \"kernel = np.array([\\n\",\n    \"    [1,4,6,4,1],\\n\",\n    \"    [4,16,24,16,4],\\n\",\n    \"    [6,24,36,24,6],\\n\",\n    \"    [4,16,24,16,4],\\n\",\n    \"    [1,4,6,4,1]\\n\",\n    \"])\\n\",\n    \"\\n\",\n    \"t0 = time()\\n\",\n    \"out = conv_nested(img, kernel)\\n\",\n    \"t1 = time()\\n\",\n    \"t_normal = t1 - t0\\n\",\n    \"\\n\",\n    \"# Plot original image\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Original')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot convolved image\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(out)\\n\",\n    \"plt.title('Blurred')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"In the below code cell, define the two 1D arrays (`k1` and `k2`) whose product is equal to the Gaussian kernel.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# The kernel can be written as outer product of two 1D filters\\n\",\n    \"k1 = None  # shape (5, 1)\\n\",\n    \"k2 = None  # shape (1, 5)\\n\",\n    \"\\n\",\n    \"### YOUR CODE HERE\\n\",\n    \"pass\\n\",\n    \"### END YOUR CODE\\n\",\n    \"\\n\",\n    \"# Check if kernel is product of k1 and k2\\n\",\n    \"if not  np.all(k1 * k2 == kernel):\\n\",\n    \"    print('k1 * k2 is not equal to kernel')\\n\",\n    \"    \\n\",\n    \"assert k1.shape == (5, 1), \\\"k1 should have shape (5, 1)\\\"\\n\",\n    \"assert k2.shape == (1, 5), \\\"k2 should have shape (1, 5)\\\"\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"We now apply the two versions of convolution to the same image, and compare their running time. Note that the outputs of the two convolutions must be the same.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Perform two convolutions using k1 and k2\\n\",\n    \"t0 = time()\\n\",\n    \"out_separable = conv_nested(img, k1)\\n\",\n    \"out_separable = conv_nested(out_separable, k2)\\n\",\n    \"t1 = time()\\n\",\n    \"t_separable = t1 - t0\\n\",\n    \"\\n\",\n    \"# Plot normal convolution image\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(out)\\n\",\n    \"plt.title('Normal convolution')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"# Plot separable convolution image\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(out_separable)\\n\",\n    \"plt.title('Separable convolution')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"print(\\\"Normal convolution: took %f seconds.\\\" % (t_normal))\\n\",\n    \"print(\\\"Separable convolution: took %f seconds.\\\" % (t_separable))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Check if the two outputs are equal\\n\",\n    \"assert np.max(out_separable - out) < 1e-8\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Separate Exploration Notebook\\n\",\n    \"\\n\",\n    \"The exploration component for this option now lives in `option_a_exploration.ipynb`. Complete this main notebook first, then complete the separate exploration notebook for the later due date.\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.8.5\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}"
  },
  {
    "path": "spring_2026/project1_release/option_A/option_a_exploration.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Option A Exploration\\n\",\n    \"\\n\",\n    \"This notebook contains the exploration component for Option A, due the week after the main notebook. Choose something related to the topics covered in the main notebook and build something creative or interesting. \\n\",\n    \"\\n\",\n    \"_For this notebook some helpful staring points for the extension include:_\\n\",\n    \"* **Advanced filter methods:** Build on the filters from this notebook to  emulate filters from social media or photo-editing apps!\\n\",\n    \"* **Advanced image recognition techniques:** Extend the object detection problem to be more general, handle more objects, etx\\n\",\n    \"\\n\",\n    \"For more detailed instructions, please see the [Project 1 Guidelines](https://docs.google.com/document/d/1_yLzSePaVH2OrQgzZsu-1sZ4ez1Da9_tFzZFM3LCarQ/edit?usp=sharing)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Review of current methods (10 points) \\n\",\n    \"Once you\\u2019ve selected a topic or project idea, explore the literature space. Has there been academic research on this topic? Are there tutorials online, software packages, or libraries? \\n\",\n    \"\\n\",\n    \"Select at least 5 resources (youtube videos, papers, tutorials, opensource software, libraries, etc) and provide a short description (2-3 sentences) below: \\n\",\n    \"\\n\",\n    \"* Source 1: \\n\",\n    \"* Source 2: \\n\",\n    \"* Source 3: \\n\",\n    \"* Source 4: \\n\",\n    \"* Source 5: \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Code (70 points) \\n\",\n    \"We expect you to write code for this project (CS131 is, after all, a CS class \\ud83d\\ude42). You may implement algorithms from scratch or expand on algorithms from this notebook if you would like, but using other libraries or other open-source software in a creative way is also sufficient. \\n\",\n    \"\\n\",\n    \"You not required to develop your code in this notebook! Feel free to create your own jupyter notebook for the project or write code in your environment of choice! (Jupyter notebook or google colab are good starting options)!\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Please add your code here\\n\",\n    \"# If you do not write your code in this notebook, please attach a link to any code that you wrote! \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Writeup (20 points)\\n\",\n    \"\\n\",\n    \"An explanation of what you did, and how it relates to the topic of choice. (~200 words) Please attach any images, figures, etc.\\n\",\n    \"\\n\",\n    \"_You may also add a link to your writeup if that is easier!_\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.8.5\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}"
  },
  {
    "path": "spring_2026/project1_release/option_B/edge.py",
    "content": "\"\"\"\nCS131 - Computer Vision: Foundations and Applications\nProject 2 Option B\nAuthor: Donsuk Lee (donlee90@stanford.edu)\nDate created: 07/2017\nLast modified: 10/25/2022\nPython Version: 3.5+\n\"\"\"\n\nimport numpy as np\n\ndef conv(image, kernel):\n    \"\"\" An implementation of convolution filter.\n\n    This function uses element-wise multiplication and np.sum()\n    to efficiently compute weighted sum of neighborhood at each\n    pixel.\n\n    Args:\n        image: numpy array of shape (Hi, Wi).\n        kernel: numpy array of shape (Hk, Wk).\n\n    Returns:\n        out: numpy array of shape (Hi, Wi).\n    \"\"\"\n    Hi, Wi = image.shape\n    Hk, Wk = kernel.shape\n    out = np.zeros((Hi, Wi))\n\n    # For this assignment, we will use edge values to pad the images.\n    # Zero padding will make derivatives at the image boundary very big,\n    # whereas we want to ignore the edges at the boundary.\n    pad_width0 = Hk // 2\n    pad_width1 = Wk // 2\n    pad_width = ((pad_width0,pad_width0),(pad_width1,pad_width1))\n    padded = np.pad(image, pad_width, mode='edge')\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef gaussian_kernel(size, sigma):\n    \"\"\" Implementation of Gaussian Kernel.\n\n    This function follows the gaussian kernel formula,\n    and creates a kernel matrix.\n\n    Hints:\n    - Use np.pi and np.exp to compute pi and exp.\n\n    Args:\n        size: int of the size of output matrix.\n        sigma: float of sigma to calculate kernel.\n\n    Returns:\n        kernel: numpy array of shape (size, size).\n    \"\"\"\n\n    kernel = np.zeros((size, size))\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return kernel\n\ndef partial_x(img):\n    \"\"\" Computes partial x-derivative of input img.\n\n    Hints:\n        - You may use the conv function in defined in this file.\n\n    Args:\n        img: numpy array of shape (H, W).\n    Returns:\n        out: x-derivative image.\n    \"\"\"\n\n    out = None\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef partial_y(img):\n    \"\"\" Computes partial y-derivative of input img.\n\n    Hints:\n        - You may use the conv function in defined in this file.\n\n    Args:\n        img: numpy array of shape (H, W).\n    Returns:\n        out: y-derivative image.\n    \"\"\"\n\n    out = None\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef gradient(img):\n    \"\"\" Returns gradient magnitude and direction of input img.\n\n    Args:\n        img: Grayscale image. Numpy array of shape (H, W).\n\n    Returns:\n        G: Magnitude of gradient at each pixel in img.\n            Numpy array of shape (H, W).\n        theta: Direction(in degrees, 0 <= theta < 360) of gradient\n            at each pixel in img. Numpy array of shape (H, W).\n\n    Hints:\n        - Use np.sqrt and np.arctan2 to calculate square root and arctan\n    \"\"\"\n    G = np.zeros(img.shape)\n    theta = np.zeros(img.shape)\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return G, theta\n\n\ndef non_maximum_suppression(G, theta):\n    \"\"\" Performs non-maximum suppression.\n\n    This function performs non-maximum suppression along the direction\n    of gradient (theta) on the gradient magnitude image (G).\n\n    Args:\n        G: gradient magnitude image with shape of (H, W).\n        theta: direction of gradients with shape of (H, W).\n\n    Returns:\n        out: non-maxima suppressed image.\n    \"\"\"\n    H, W = G.shape\n    out = np.zeros((H, W))\n\n    # Round the gradient direction to the nearest 45 degrees\n    theta = np.floor((theta + 22.5) / 45) * 45\n    theta = (theta % 360.0).astype(np.int32)\n\n    #print(G)\n    ### BEGIN YOUR CODE\n    pass\n    ### END YOUR CODE\n\n    return out\n\ndef double_thresholding(img, high, low):\n    \"\"\"\n    Args:\n        img: numpy array of shape (H, W) representing NMS edge response.\n        high: high threshold(float) for strong edges.\n        low: low threshold(float) for weak edges.\n\n    Returns:\n        strong_edges: Boolean array representing strong edges.\n            Strong edeges are the pixels with the values greater than\n            the higher threshold.\n        weak_edges: Boolean array representing weak edges.\n            Weak edges are the pixels with the values smaller or equal to the\n            higher threshold and greater than the lower threshold.\n    \"\"\"\n\n    strong_edges = np.zeros(img.shape, dtype=np.bool)\n    weak_edges = np.zeros(img.shape, dtype=np.bool)\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return strong_edges, weak_edges\n\n\ndef get_neighbors(y, x, H, W):\n    \"\"\" Return indices of valid neighbors of (y, x).\n\n    Return indices of all the valid neighbors of (y, x) in an array of\n    shape (H, W). An index (i, j) of a valid neighbor should satisfy\n    the following:\n        1. i >= 0 and i < H\n        2. j >= 0 and j < W\n        3. (i, j) != (y, x)\n\n    Args:\n        y, x: location of the pixel.\n        H, W: size of the image.\n    Returns:\n        neighbors: list of indices of neighboring pixels [(i, j)].\n    \"\"\"\n    neighbors = []\n\n    for i in (y-1, y, y+1):\n        for j in (x-1, x, x+1):\n            if i >= 0 and i < H and j >= 0 and j < W:\n                if (i == y and j == x):\n                    continue\n                neighbors.append((i, j))\n\n    return neighbors\n\ndef link_edges(strong_edges, weak_edges):\n    \"\"\" Find weak edges connected to strong edges and link them.\n\n    Iterate over each pixel in strong_edges and perform breadth first\n    search across the connected pixels in weak_edges to link them.\n    Here we consider a pixel (a, b) is connected to a pixel (c, d)\n    if (a, b) is one of the eight neighboring pixels of (c, d).\n\n    Args:\n        strong_edges: binary image of shape (H, W).\n        weak_edges: binary image of shape (H, W).\n    \n    Returns:\n        edges: numpy boolean array of shape(H, W).\n    \"\"\"\n\n    H, W = strong_edges.shape\n    indices = np.stack(np.nonzero(strong_edges)).T\n    edges = np.zeros((H, W), dtype=np.bool)\n\n    # Make new instances of arguments to leave the original\n    # references intact\n    weak_edges = np.copy(weak_edges)\n    edges = np.copy(strong_edges)\n\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return edges\n\ndef canny(img, kernel_size=5, sigma=1.4, high=20, low=15):\n    \"\"\" Implement canny edge detector by calling functions above.\n\n    Args:\n        img: binary image of shape (H, W).\n        kernel_size: int of size for kernel matrix.\n        sigma: float for calculating kernel.\n        high: high threshold for strong edges.\n        low: low threashold for weak edges.\n    Returns:\n        edge: numpy array of shape(H, W).\n    \"\"\"\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return edge\n\n\ndef hough_transform(img):\n    \"\"\" Transform points in the input image into Hough space.\n\n    Use the parameterization:\n        rho = x * cos(theta) + y * sin(theta)\n    to transform a point (x,y) to a sine-like function in Hough space.\n\n    Args:\n        img: binary image of shape (H, W).\n        \n    Returns:\n        accumulator: numpy array of shape (m, n).\n        rhos: numpy array of shape (m, ).\n        thetas: numpy array of shape (n, ).\n    \"\"\"\n    # Set rho and theta ranges\n    W, H = img.shape\n    diag_len = int(np.ceil(np.sqrt(W * W + H * H)))\n    rhos = np.linspace(-diag_len, diag_len, diag_len * 2 + 1)\n    thetas = np.deg2rad(np.arange(-90.0, 90.0))\n\n    # Cache some reusable values\n    cos_t = np.cos(thetas)\n    sin_t = np.sin(thetas)\n    num_thetas = len(thetas)\n\n    # Initialize accumulator in the Hough space\n    accumulator = np.zeros((2 * diag_len + 1, num_thetas), dtype=np.uint64)\n    ys, xs = np.nonzero(img)\n\n    # Transform each point (x, y) in image\n    # Find rho corresponding to values in thetas\n    # and increment the accumulator in the corresponding coordiate.\n    ### YOUR CODE HERE\n    pass\n    ### END YOUR CODE\n\n    return accumulator, rhos, thetas\n"
  },
  {
    "path": "spring_2026/project1_release/option_B/images/gt/105.pgm.gtf.pgm",
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  },
  {
    "path": "spring_2026/project1_release/option_B/option_b.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Project 1 - Option B\\n\",\n    \"*This notebook is one of 3 options for Project 1. Please hand in this notebook file with all the outputs and your answers to the written questions.*\\n\",\n    \"\\n\",\n    \"This notebook covers Canny edge detector and Hough transform.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Project 1 Structure\\n\",\n    \"\\n\",\n    \"Complete this notebook for the main Project 1 assignment due next week. The exploration component has been moved to a separate notebook named `option_b_exploration.ipynb`, which is due the following week.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Setup\\n\",\n    \"from __future__ import print_function\\n\",\n    \"\\n\",\n    \"import numpy as np\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import matplotlib.image as mpimg\\n\",\n    \"from time import time\\n\",\n    \"from skimage import io\\n\",\n    \"\\n\",\n    \"%matplotlib inline\\n\",\n    \"plt.rcParams['figure.figsize'] = (15.0, 12.0) # set default size of plots\\n\",\n    \"plt.rcParams['image.interpolation'] = 'nearest'\\n\",\n    \"plt.rcParams['image.cmap'] = 'gray'\\n\",\n    \"\\n\",\n    \"# for auto-reloading extenrnal modules\\n\",\n    \"%load_ext autoreload\\n\",\n    \"%autoreload 2\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"source\": [\n    \"## Part 1: Canny Edge Detector (85 points)\\n\",\n    \"In this part, you are going to implement a Canny edge detector. The Canny edge detection algorithm can be broken down in to five steps:\\n\",\n    \"1. Smoothing\\n\",\n    \"2. Finding gradients\\n\",\n    \"3. Non-maximum suppression\\n\",\n    \"4. Double thresholding\\n\",\n    \"5. Edge tracking by hysterisis\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.1 Smoothing (10 points)\\n\",\n    \"#### Implementation (5 points)\\n\",\n    \"We first smooth the input image by convolving it with a Gaussian kernel. The equation for a Gaussian kernel of size $(2k+1)\\\\times(2k+1)$ is given by:\\n\",\n    \"\\n\",\n    \"$$h_{ij}=\\\\frac{1}{2\\\\pi\\\\sigma^2}\\\\exp{\\\\Bigl(-\\\\frac{(i-k)^2+(j-k)^2}{2\\\\sigma^2}\\\\Bigr)}, 0\\\\leq i,j < 2k+1$$\\n\",\n    \"\\n\",\n    \"Implement **`gaussian_kernel`** in `edge.py` and run the code below.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import conv, gaussian_kernel\\n\",\n    \"\\n\",\n    \"# Define 3x3 Gaussian kernel with std = 1\\n\",\n    \"kernel = gaussian_kernel(3, 1)\\n\",\n    \"kernel_test = np.array(\\n\",\n    \"    [[ 0.05854983, 0.09653235, 0.05854983],\\n\",\n    \"     [ 0.09653235, 0.15915494, 0.09653235],\\n\",\n    \"     [ 0.05854983, 0.09653235, 0.05854983]]\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"# Test Gaussian kernel\\n\",\n    \"if not np.allclose(kernel, kernel_test):\\n\",\n    \"    print('Incorrect values! Please check your implementation.')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Implement **`conv`** in `edge.py` and run the code below.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Test with different kernel_size and sigma\\n\",\n    \"kernel_size = 5\\n\",\n    \"sigma = 1.4\\n\",\n    \"\\n\",\n    \"# Load image\\n\",\n    \"img = io.imread('iguana.png', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Define 5x5 Gaussian kernel with std = sigma\\n\",\n    \"kernel = gaussian_kernel(kernel_size, sigma)\\n\",\n    \"\\n\",\n    \"# Convolve image with kernel to achieve smoothed effect\\n\",\n    \"smoothed = conv(img, kernel)\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.title('Original image')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(smoothed)\\n\",\n    \"plt.title('Smoothed image')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Question (5 points)\\n\",\n    \"What is the effect of changing kernel_size and sigma?\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** Write your solution in this markdown cell.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"source\": [\n    \"### 1.2 Finding gradients (15 points)\\n\",\n    \"The gradient of a 2D scalar function $I:\\\\mathbb{R}^2\\\\rightarrow{\\\\mathbb{R}}$ in Cartesian coordinate is defined by:\\n\",\n    \"\\n\",\n    \"$$\\\\nabla{I(x,y)}=\\\\bigl[\\\\frac{\\\\partial{I}}{\\\\partial{x}},\\\\frac{\\\\partial{I}}{\\\\partial{y}}\\\\bigr],$$\\n\",\n    \"\\n\",\n    \"where\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"\\\\frac{\\\\partial{I(x,y)}}{\\\\partial{x}}=\\\\lim_{\\\\Delta{x}\\\\to{0}}\\\\frac{I(x+\\\\Delta{x},y)-I(x,y)}{\\\\Delta{x}} \\\\\\\\\\n\",\n    \"\\\\frac{\\\\partial{I(x,y)}}{\\\\partial{y}}=\\\\lim_{\\\\Delta{y}\\\\to{0}}\\\\frac{I(x,y+\\\\Delta{y})-I(x,y)}{\\\\Delta{y}}.\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"In case of images, we can approximate the partial derivatives by taking differences at one pixel intervals:\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"\\\\frac{\\\\partial{I(x,y)}}{\\\\partial{x}}\\\\approx{\\\\frac{I(x+1,y)-I(x-1,y)}{2}} \\\\\\\\\\n\",\n    \"\\\\frac{\\\\partial{I(x,y)}}{\\\\partial{y}}\\\\approx{\\\\frac{I(x,y+1)-I(x,y-1)}{2}}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"Note that the partial derivatives can be computed by convolving the image $I$ with some appropriate kernels $D_x$ and $D_y$:\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"\\\\frac{\\\\partial{I}}{\\\\partial{x}}\\\\approx{I*D_x}=G_x \\\\\\\\\\n\",\n    \"\\\\frac{\\\\partial{I}}{\\\\partial{y}}\\\\approx{I*D_y}=G_y\\n\",\n    \"$$\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Implementation (5 points)\\n\",\n    \"Find the kernels $D_x$ and $D_y$ and implement **`partial_x`** and **`partial_y`** using `conv` defined in `edge.py`.\\n\",\n    \"\\n\",\n    \"*-Hint: Remeber that convolution flips the kernel.*\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import partial_x, partial_y\\n\",\n    \"\\n\",\n    \"# Test input\\n\",\n    \"I = np.array(\\n\",\n    \"    [[0, 0, 0],\\n\",\n    \"     [0, 1, 0],\\n\",\n    \"     [0, 0, 0]]\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"# Expected outputs\\n\",\n    \"I_x_test = np.array(\\n\",\n    \"    [[ 0, 0, 0],\\n\",\n    \"     [ 0.5, 0, -0.5],\\n\",\n    \"     [ 0, 0, 0]]\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"I_y_test = np.array(\\n\",\n    \"    [[ 0, 0.5, 0],\\n\",\n    \"     [ 0, 0, 0],\\n\",\n    \"     [ 0, -0.5, 0]]\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"# Compute partial derivatives\\n\",\n    \"I_x = partial_x(I)\\n\",\n    \"I_y = partial_y(I)\\n\",\n    \"\\n\",\n    \"# Test correctness of partial_x and partial_y\\n\",\n    \"if not np.all(I_x == I_x_test):\\n\",\n    \"    print('partial_x incorrect')\\n\",\n    \"    \\n\",\n    \"if not np.all(I_y == I_y_test):\\n\",\n    \"    print('partial_y incorrect')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Compute partial derivatives of smoothed image\\n\",\n    \"Gx = partial_x(smoothed)\\n\",\n    \"Gy = partial_y(smoothed)\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(Gx)\\n\",\n    \"plt.title('Derivative in x direction')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(Gy)\\n\",\n    \"plt.title('Derivative in y direction')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Question (5 points)\\n\",\n    \"What is the reason for performing smoothing prior to computing the gradients?\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** Write your solution in this markdown cell.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Implementation (5 points)\\n\",\n    \"Now, we can compute the magnitude and direction of gradient with the two partial derivatives:\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"G = \\\\sqrt{G_{x}^{2}+G_{y}^{2}} \\\\\\\\\\n\",\n    \"\\\\Theta = arctan\\\\bigl(\\\\frac{G_{y}}{G_{x}}\\\\bigr)\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"Implement **`gradient`** in `edge.py` which takes in an image and outputs $G$ and $\\\\Theta$.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import gradient\\n\",\n    \"\\n\",\n    \"G, theta = gradient(smoothed)\\n\",\n    \"\\n\",\n    \"if not np.all(G >= 0):\\n\",\n    \"    print('Magnitude of gradients should be non-negative.')\\n\",\n    \"    \\n\",\n    \"if not np.all((theta >= 0) * (theta < 360)):\\n\",\n    \"    print('Direction of gradients should be in range 0 <= theta < 360')\\n\",\n    \"\\n\",\n    \"plt.imshow(G)\\n\",\n    \"plt.title('Gradient magnitude')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.3 Non-maximum suppression (15 points)\\n\",\n    \"You should be able to see that the edges extracted from the gradient of the smoothed image are quite thick and blurry. The purpose of this step is to convert the \\\"blurred\\\" edges into \\\"sharp\\\" edges. Basically, this is done by preserving all local maxima in the gradient image and discarding everything else. The algorithm is for each pixel (x,y) in the gradient image:\\n\",\n    \"1. Round the gradient direction $\\\\Theta[y,x]$ to the nearest 45 degrees, corresponding to the use of an 8-connected neighbourhood.\\n\",\n    \"\\n\",\n    \"2. Compare the edge strength of the current pixel with the edge strength of the pixel in the positive and negative gradient directions. For example, if the gradient direction is south (theta=90), compare with the pixels to the north and south.\\n\",\n    \"\\n\",\n    \"3. If the edge strength of the current pixel is the largest; preserve the value of the edge strength. If not, suppress (i.e. remove) the value.\\n\",\n    \"\\n\",\n    \"Implement **`non_maximum_suppression`** in `edge.py`.\\n\",\n    \"\\n\",\n    \"We provide the correct output and the difference between it and your result for debugging purposes.  If you see white spots in the Difference image, you should check your implementation.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import non_maximum_suppression\\n\",\n    \"\\n\",\n    \"# Test input\\n\",\n    \"g = np.array(\\n\",\n    \"    [[0.4, 0.5, 0.6],\\n\",\n    \"     [0.3, 0.5, 0.7],\\n\",\n    \"     [0.4, 0.5, 0.6]]\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"# Print out non-maximum suppressed output\\n\",\n    \"# varying theta\\n\",\n    \"for angle in range(0, 180, 45):\\n\",\n    \"    #print('Thetas:', angle)\\n\",\n    \"    t = np.ones((3, 3)) * angle # Initialize theta\\n\",\n    \"    print(non_maximum_suppression(g, t))\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"nms = non_maximum_suppression(G, theta)\\n\",\n    \"plt.imshow(nms)\\n\",\n    \"plt.title('Non-maximum suppressed')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 1)\\n\",\n    \"plt.imshow(nms)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Your result')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 2)\\n\",\n    \"reference = np.load('references/iguana_non_max_suppressed.npy')\\n\",\n    \"plt.imshow(reference)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Reference')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 3)\\n\",\n    \"plt.imshow(nms - reference)\\n\",\n    \"plt.title('Difference')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"np.amax(nms-reference)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.4 Double Thresholding (20 points)\\n\",\n    \"\\n\",\n    \"The edge-pixels remaining after the non-maximum suppression step are (still) marked with their strength pixel-by-pixel. Many of these will probably be true edges in the image, but some may be caused by noise or color variations, for instance, due to rough surfaces. The simplest way to discern between these would be to use a threshold, so that only edges stronger that a certain value would be preserved. The Canny edge detection algorithm uses double thresholding. Edge pixels stronger than the high threshold are marked as strong; edge pixels weaker than the low threshold are suppressed and edge pixels between the two thresholds are marked as weak.\\n\",\n    \"\\n\",\n    \"Implement **`double_thresholding`** in `edge.py`\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import double_thresholding\\n\",\n    \"\\n\",\n    \"low_threshold = 0.02\\n\",\n    \"high_threshold = 0.03\\n\",\n    \"\\n\",\n    \"strong_edges, weak_edges = double_thresholding(nms, high_threshold, low_threshold)\\n\",\n    \"assert(np.sum(strong_edges & weak_edges) == 0)\\n\",\n    \"\\n\",\n    \"edges=strong_edges * 1.0 + weak_edges * 0.5\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(strong_edges)\\n\",\n    \"plt.title('Strong Edges')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(edges)\\n\",\n    \"plt.title('Strong+Weak Edges')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.5 Edge tracking (15 points)\\n\",\n    \"\\n\",\n    \"Strong edges are interpreted as \\u201ccertain edges\\u201d, and can immediately be included in the final edge image. Consider its neighbors iteratively then declare it an 'edge pixel' if it is connected to a 'strong edge pixel' directly or via pixels between Low and High. The logic is of course that noise and other small variations are unlikely to result in a strong edge (with proper adjustment of the threshold levels). Thus strong edges will (almost) only be due to true edges in the original image. The weak edges can either be due to true edges or noise/color variations. The latter type will probably be distributed independently of edges on the entire image, and thus only a small amount will be located adjacent to strong edges. Weak edges due to true edges are much more likely to be connected directly to strong edges.\\n\",\n    \"\\n\",\n    \"Implement **`link_edges`** in `edge.py`.\\n\",\n    \"\\n\",\n    \"We provide the correct output and the difference between it and your result for debugging purposes.  If you see white spots in the Difference image, you should check your implementation.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import get_neighbors, link_edges\\n\",\n    \"\\n\",\n    \"test_strong = np.array(\\n\",\n    \"    [[1, 0, 0, 0],\\n\",\n    \"     [0, 0, 0, 0],\\n\",\n    \"     [0, 0, 0, 0],\\n\",\n    \"     [0, 0, 0, 1]],\\n\",\n    \"    dtype=np.bool\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"test_weak = np.array(\\n\",\n    \"    [[0, 0, 0, 1],\\n\",\n    \"     [0, 1, 0, 0],\\n\",\n    \"     [1, 0, 0, 0],\\n\",\n    \"     [0, 0, 1, 0]],\\n\",\n    \"    dtype=np.bool\\n\",\n    \")\\n\",\n    \"\\n\",\n    \"test_linked = link_edges(test_strong, test_weak)\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 1)\\n\",\n    \"plt.imshow(test_strong)\\n\",\n    \"plt.title('Strong edges')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 2)\\n\",\n    \"plt.imshow(test_weak)\\n\",\n    \"plt.title('Weak edges')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 3)\\n\",\n    \"plt.imshow(test_linked)\\n\",\n    \"plt.title('Linked edges')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"edges = link_edges(strong_edges, weak_edges)\\n\",\n    \"\\n\",\n    \"plt.imshow(edges)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 1)\\n\",\n    \"plt.imshow(edges)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Your result')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 2)\\n\",\n    \"reference = np.load('references/iguana_edge_tracking.npy')\\n\",\n    \"plt.imshow(reference)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Reference')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 3)\\n\",\n    \"plt.imshow(edges ^ reference)\\n\",\n    \"plt.title('Difference')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.6 Canny edge detector\\n\",\n    \"Implement **`canny`** in `edge.py` using the functions you have implemented so far. Test edge detector with different parameters.\\n\",\n    \"\\n\",\n    \"Here is an example of the output:\\n\",\n    \"\\n\",\n    \"![iguana_edges.png](iguana_edges.png)\\n\",\n    \"\\n\",\n    \"We provide the correct output and the difference between it and your result for debugging purposes.  If you see white spots in the Difference image, you should check your implementation.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import canny\\n\",\n    \"\\n\",\n    \"# Load image\\n\",\n    \"img = io.imread('iguana.png', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Run Canny edge detector\\n\",\n    \"edges = canny(img, kernel_size=5, sigma=1.4, high=0.03, low=0.02)\\n\",\n    \"print (edges.shape)\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 1)\\n\",\n    \"plt.imshow(edges)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Your result')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 2)\\n\",\n    \"reference = np.load('references/iguana_canny.npy')\\n\",\n    \"plt.imshow(reference)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Reference')\\n\",\n    \"\\n\",\n    \"plt.subplot(1, 3, 3)\\n\",\n    \"plt.imshow(edges ^ reference)\\n\",\n    \"plt.title('Difference')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 1.7 Question (10 points)\\n\",\n    \"\\n\",\n    \"![1.7a.png](1.7a.png)\\n\",\n    \"**(a)** Suppose that the Canny edge detector successfully detects an edge in an image. The edge (see the figure above) is then rotated by \\u03b8, where the relationship between a point on the original edge $(x, y)$ and a point on the rotated edge $(x', y')$ is defined as\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"x'=x\\\\cos{\\\\theta}\\\\\\\\\\n\",\n    \"y'=x\\\\sin{\\\\theta}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"Will the rotated edge be detected using the same Canny edge detector? Provide either a mathematical proof or a counter example.\\n\",\n    \"\\n\",\n    \"*-Hint 1: The detection of an edge by the Canny edge detector depends only on the magnitude of its derivative. The derivative at point (x, y) is determined by its components along the x and y directions. Think about how these magnitudes have changed because of the rotation.* <br>\\n\",\n    \"*-Hint 2: You can assume that (x,y) lies on the x-axis, i.e., y = 0. * <br>\\n\",\n    \"*-Hint 3: You can also assume that G_x(x, y) = 0. In other words, the gradient which is perpendicular to the direction of the unrotated edge at (x, y) only has a vertical component and thus only consists of G_y(x, y).*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** Write your solution in this markdown cell.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**(b)** After running the Canny edge detector on an image, you notice that long edges are broken into short segments separated by gaps. In addition, some spurious edges appear. For each of the two thresholds (low and high) used in hysteresis thresholding, explain how you would adjust the threshold (up or down) to address both problems. Assume that a setting exists for the two thresholds that produces the desired result. Briefly explain your answer.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"**Your Answer:** Write your solution in this markdown cell.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part2: Lane Detection (15 points)\\n\",\n    \"\\n\",\n    \"In this section we will implement a simple lane detection application using Canny edge detector and Hough transform.\\n\",\n    \"Here are some example images of how your final lane detector will look like.\\n\",\n    \"<img src=\\\"lane1.png\\\" width=\\\"400\\\">\\n\",\n    \"<img src=\\\"lane2.png\\\" width=\\\"400\\\">\\n\",\n    \"\\n\",\n    \"The algorithm can broken down into the following steps:\\n\",\n    \"1. Detect edges using the Canny edge detector.\\n\",\n    \"2. Extract the edges in the region of interest (a triangle covering the bottom corners and the center of the image).\\n\",\n    \"3. Run Hough transform to detect lanes.\\n\",\n    \"\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 2.1 Edge detection\\n\",\n    \"Lanes on the roads are usually thin and long lines with bright colors. Our edge detection algorithm by itself should be able to find the lanes pretty well. Run the code cell below to load the example image and detect edges from the image.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import canny\\n\",\n    \"\\n\",\n    \"# Load image\\n\",\n    \"img = io.imread('road.jpg', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Run Canny edge detector\\n\",\n    \"edges = canny(img, kernel_size=5, sigma=1.4, high=0.03, low=0.02)\\n\",\n    \"\\n\",\n    \"plt.subplot(211)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Input Image')\\n\",\n    \"\\n\",\n    \"plt.subplot(212)\\n\",\n    \"plt.imshow(edges)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Edges')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 2.2 Extracting region of interest (ROI)\\n\",\n    \"We can see that the Canny edge detector could find the edges of the lanes. However, we can also see that there are edges of other objects that we are not interested in. Given the position and orientation of the camera, we know that the lanes will be located in the lower half of the image. The code below defines a binary mask for the ROI and extract the edges within the region.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"H, W = img.shape\\n\",\n    \"\\n\",\n    \"# Generate mask for ROI (Region of Interest)\\n\",\n    \"mask = np.zeros((H, W))\\n\",\n    \"for i in range(H):\\n\",\n    \"    for j in range(W):\\n\",\n    \"        if i > (H / W) * j and i > -(H / W) * j + H:\\n\",\n    \"            mask[i, j] = 1\\n\",\n    \"\\n\",\n    \"# Extract edges in ROI\\n\",\n    \"roi = edges * mask\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(mask)\\n\",\n    \"plt.title('Mask')\\n\",\n    \"plt.axis('off')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(roi)\\n\",\n    \"plt.title('Edges in ROI')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### 2.3 Fitting lines using Hough transform (15 points)\\n\",\n    \"The output from the edge detector is still a collection of connected points. However, it would be more natural to represent a lane as a line parameterized as $y = ax + b$, with a slope $a$ and y-intercept $b$. We will use Hough transform to find parameterized lines that represent the detected edges.\\n\",\n    \"\\n\",\n    \"In general, a straight line $y = ax + b$ can be represented as a point $(a, b)$ in the parameter space. This is the parameterization we often use when introducing the Hough transform.  However, this cannot represent vertical lines as the slope parameter will be unbounded. Alternatively, we parameterize a line using $\\\\theta\\\\in{[-\\\\pi, \\\\pi]}$ and $\\\\rho\\\\in{\\\\mathbb{R}}$ as follows:\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"\\\\rho = x\\\\cdot{cos\\\\theta} + y\\\\cdot{sin\\\\theta}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"Using this parameterization, we can map every point in $xy$-space to a sine-like line in $\\\\theta\\\\rho$-space (or Hough space). We then accumulate the parameterized points in the Hough space and choose points (in Hough space) with highest accumulated values. A point in Hough space then can be transformed back into a line in $xy$-space.\\n\",\n    \"\\n\",\n    \"*See [notes](http://web.ipac.caltech.edu/staff/fmasci/home/astro_refs/HoughTrans_lines_09.pdf) on Hough transform.*\\n\",\n    \"\\n\",\n    \"Implement **`hough_transform`** in `edge.py`.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"from edge import hough_transform\\n\",\n    \"\\n\",\n    \"# Perform Hough transform on the ROI\\n\",\n    \"acc, rhos, thetas = hough_transform(roi)\\n\",\n    \"\\n\",\n    \"# Coordinates for right lane\\n\",\n    \"xs_right = []\\n\",\n    \"ys_right = []\\n\",\n    \"\\n\",\n    \"# Coordinates for left lane\\n\",\n    \"xs_left = []\\n\",\n    \"ys_left = []\\n\",\n    \"\\n\",\n    \"for i in range(20):\\n\",\n    \"    idx = np.argmax(acc)\\n\",\n    \"    r_idx = idx // acc.shape[1]\\n\",\n    \"    t_idx = idx % acc.shape[1]\\n\",\n    \"    acc[r_idx, t_idx] = 0 # Zero out the max value in accumulator\\n\",\n    \"\\n\",\n    \"    rho = rhos[r_idx]\\n\",\n    \"    theta = thetas[t_idx]\\n\",\n    \"    \\n\",\n    \"    # Transform a point in Hough space to a line in xy-space.\\n\",\n    \"    a = - (np.cos(theta)/np.sin(theta)) # slope of the line\\n\",\n    \"    b = (rho/np.sin(theta)) # y-intersect of the line\\n\",\n    \"\\n\",\n    \"    # Break if both right and left lanes are detected\\n\",\n    \"    if xs_right and xs_left:\\n\",\n    \"        break\\n\",\n    \"    \\n\",\n    \"    if a < 0: # Left lane\\n\",\n    \"        if xs_left:\\n\",\n    \"            continue\\n\",\n    \"        xs = xs_left\\n\",\n    \"        ys = ys_left\\n\",\n    \"    else: # Right Lane\\n\",\n    \"        if xs_right:\\n\",\n    \"            continue\\n\",\n    \"        xs = xs_right\\n\",\n    \"        ys = ys_right\\n\",\n    \"\\n\",\n    \"    for x in range(img.shape[1]):\\n\",\n    \"        y = a * x + b\\n\",\n    \"        if y > img.shape[0] * 0.6 and y < img.shape[0]:\\n\",\n    \"            xs.append(x)\\n\",\n    \"            ys.append(int(round(y)))\\n\",\n    \"\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.plot(xs_left, ys_left, linewidth=5.0)\\n\",\n    \"plt.plot(xs_right, ys_right, linewidth=5.0)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Separate Exploration Notebook\\n\",\n    \"\\n\",\n    \"The exploration component for this option now lives in `option_b_exploration.ipynb`. Complete this main notebook first, then complete the separate exploration notebook for the later due date.\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"interpreter\": {\n   \"hash\": \"c1e3effa4cda94694f58d50afb8cbafb40407c1e4df33440e9e1eeff143e0626\"\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.8.5\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}"
  },
  {
    "path": "spring_2026/project1_release/option_B/option_b_exploration.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Option B Exploration\\n\",\n    \"\\n\",\n    \"This notebook contains the exploration component for Option B, due the week after the main notebook. Choose something related to the topics covered in the main notebook and build something creative or interesting. \\n\",\n    \"\\n\",\n    \"_For this notebook some helpful staring points for the extension include:_\\n\",\n    \"* **Edge/lane detection using your own images:** Apply edge detection to your own photos. Where does it go wrong? Why might that be the case? Are there other edge detection algorithms that work better? \\n\",\n    \"* **Enhancing the edge detection algorithm** Can you improve the edge detection algorithm somewhere? \\n\",\n    \"\\n\",\n    \"For more detailed instructions, please see the [Project 1 Guidelines](https://docs.google.com/document/d/1_yLzSePaVH2OrQgzZsu-1sZ4ez1Da9_tFzZFM3LCarQ/edit?usp=sharing)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Review of current methods (10 points) \\n\",\n    \"Once you\\u2019ve selected a topic or project idea, explore the literature space. Has there been academic research on this topic? Are there tutorials online, software packages, or libraries? \\n\",\n    \"\\n\",\n    \"Select at least 5 resources (youtube videos, papers, tutorials, opensource software, libraries, etc) and provide a short description (2-3 sentences) below: \\n\",\n    \"\\n\",\n    \"* Source 1: \\n\",\n    \"* Source 2: \\n\",\n    \"* Source 3: \\n\",\n    \"* Source 4: \\n\",\n    \"* Source 5: \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Code (70 points) \\n\",\n    \"We expect you to write code for this project (CS131 is, after all, a CS class \\ud83d\\ude42). You may implement algorithms from scratch or expand on algorithms from this notebook if you would like, but using other libraries or other open-source software in a creative way is also sufficient. \\n\",\n    \"\\n\",\n    \"You not required to develop your code in this notebook! Feel free to create your own jupyter notebook for the project or write code in your environment of choice! (Jupyter notebook or google colab are good starting options)!\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Please add your code here\\n\",\n    \"# If you do not write your code in this notebook, please attach a link to any code that you wrote! \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Writeup (20 points)\\n\",\n    \"\\n\",\n    \"An explanation of what you did, and how it relates to the topic of choice. (~200 words) Please attach any images, figures, etc.\\n\",\n    \"\\n\",\n    \"_You may also add a link to your writeup if that is easier!_\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"interpreter\": {\n   \"hash\": \"c1e3effa4cda94694f58d50afb8cbafb40407c1e4df33440e9e1eeff143e0626\"\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.8.5\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}"
  },
  {
    "path": "spring_2026/project1_release/option_C/option_c.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"829eeee5-b288-4240-b668-187f7be574e8\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Project 1 - Option C\\n\",\n    \"*This notebook is one of 3 options for Project 1. Please hand in this notebook file with all the outputs and your answers to the written questions.*\\n\",\n    \"\\n\",\n    \"This notebook covers Harris corner detection, keypoint description and matching, and SIFT-based matching.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Project 1 Structure\\n\",\n    \"\\n\",\n    \"Complete this notebook for the main Project 1 assignment due next week. The exploration component has been moved to a separate notebook named `option_c_exploration.ipynb`, which is due the following week.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"81ba302d-1513-49cd-8cf1-8cc5ee2ae825\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Notes on Running This Notebook\\n\",\n    \"\\n\",\n    \"Make sure to run each Part from it's begining to ensure that you compute all of the dependencies of your current question and don't crossover variables with the same name from other questions. For example, don't run parts 2 and 3 and then return to run only the last cell of part 2; your panorama won't be using the right transformed images!  So long as you run each Part from it's beginning, you can run the Parts in any order.\\n\",\n    \"\\n\",\n    \"When assembling your PDF, we recommend running all cells in order from the top of the notebook to prevent any of these discontinuity errors.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"354be440-9b19-4d02-9834-45262e22a3ff\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Imports the print function from newer versions of python\\n\",\n    \"from __future__ import print_function\\n\",\n    \"\\n\",\n    \"# Numpy is the main package for scientific computing with Python.\\n\",\n    \"# This will be one of our most used libraries in this class\\n\",\n    \"import numpy as np\\n\",\n    \"\\n\",\n    \"# The Time library helps us time code runtimes\\n\",\n    \"import time\\n\",\n    \"\\n\",\n    \"# PIL (Pillow) is a useful library for opening, manipulating, and saving images\\n\",\n    \"from PIL import Image\\n\",\n    \"\\n\",\n    \"# skimage (Scikit-Image) is a library for image processing\\n\",\n    \"from skimage import io\\n\",\n    \"from skimage import filters\\n\",\n    \"from skimage.feature import corner_peaks\\n\",\n    \"from skimage.io import imread\\n\",\n    \"\\n\",\n    \"from scipy.ndimage import convolve\\n\",\n    \"from scipy.spatial.distance import cdist\\n\",\n    \"\\n\",\n    \"import cv2 as cv\\n\",\n    \"\\n\",\n    \"# Matplotlib is a useful plotting library for python\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import matplotlib.image as mpimg\\n\",\n    \"# This code is to make matplotlib figures appear inline in the\\n\",\n    \"# notebook rather than in a new window.\\n\",\n    \"%matplotlib inline\\n\",\n    \"plt.rcParams['figure.figsize'] = (15.0, 12.0) # set default size of plots\\n\",\n    \"plt.rcParams['image.interpolation'] = 'nearest'\\n\",\n    \"plt.rcParams['image.cmap'] = 'gray'\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"95887814-7f2b-463f-ace5-0c0abfd7fac5\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 1\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"0209938c-20c3-4629-a9cd-01eb5c87ea47\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 1.1 Harris Corner Detector (20 points)\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"In this section, you are going to implement Harris corner detector for keypoint localization. Review the lecture slides on Harris corner detector to understand how it works. The Harris detection algorithm can be divide into the following steps:\\n\",\n    \"1. Compute $x$ and $y$ derivatives ($I_x, I_y$) of an image\\n\",\n    \"2. Compute products of derivatives ($I_x^2, I_y^2, I_{xy}$) at each pixel\\n\",\n    \"3. Compute matrix $M$ at each pixel, where\\n\",\n    \"$$\\n\",\n    \"M = \\\\sum_{x,y} w(x,y)\\n\",\n    \"    \\\\begin{bmatrix}\\n\",\n    \"        I_{x}^2 & I_{x}I_{y} \\\\\\\\\\n\",\n    \"        I_{x}I_{y} & I_{y}^2\\n\",\n    \"    \\\\end{bmatrix}\\n\",\n    \"$$\\n\",\n    \"4. Compute corner response $R=Det(M)-k(Trace(M)^2)$ at each pixel\\n\",\n    \"5. Output corner response map $R(x,y)$\\n\",\n    \"\\n\",\n    \"Step 1 is already done for you in the function **`harris_corners`**. We used the [Sobel Operator](https://en.wikipedia.org/wiki/Sobel_operator), which computes smoothed gradients at each pixel in the x and y direction. See skimage documentation for [sobel_v](https://scikit-image.org/docs/stable/api/skimage.filters.html#skimage.filters.sobel_v) and [sobel_h](https://scikit-image.org/docs/stable/api/skimage.filters.html#skimage.filters.sobel_h) for more information on the sobel kernels and operators. \\n\",\n    \"\\n\",\n    \"For step 3, we've created a uniform window function w for you in the starter code. You can assume that the window size will be odd.\\n\",\n    \"\\n\",\n    \"Complete the function implementation of **`harris_corners`** and run the code below.\\n\",\n    \"\\n\",\n    \"### Hint: There are two ways to solve this problem\\n\",\n    \"\\n\",\n    \"**Vectorized**: If you want to be really efficient, you can use the function `scipy.ndimage.convolve`, and compute the response map R at every pixel all at once. If you're clever with your convolutions and determinant and trace calculations, you can compute the windowed gradients in $M$ ($\\\\sum_{x,y} w(x,y) \\\\cdot I_x^2$, and $\\\\sum_{x,y} w(x,y) \\\\cdot I_y^2$, and $\\\\sum_{x,y} w(x,y) \\\\cdot I_{xy}$), and then compute the response map without any for loops! \\n\",\n    \"\\n\",\n    \"**Iterative**: The more intuitive solution is to iterate through each pixel of the image, compute $M$ based on the surrounding neighborhood of pixel gradients in $I_x$, $I_y$, and $I_{xy}$, and then compute the response map pixel $R(x,y)$. You may find your implementations of conv_nested and conv_fast from HW 1 to be useful references! \\n\",\n    \"\\n\",\n    \"Note that you'll want to explictly specify zero-padding to match the Harris response map definition, but we'll accept the default behavior of `scipy.ndimage.convolve` as well. If you use zero-padding, both the vectorized and for-loop implementations will get you to the same answer! \\n\",\n    \"\\n\",\n    \"The 'Alternate Accepted Harris Corner Solution' image presents the result of `scipy.ndimage.convolve`'s default reflection padding, while the 'Harris Corner Solution' image presents the zero-padding solution. Similarly, 'Alternate Accepted Detected Corners Solution' image presents the result of `scipy.ndimage.convolve`'s default reflection padding, while the 'Detected Corners Solution' image presents the zero-padding solution. **Both are accepted solutions!**\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"1c75d99c-91db-42f4-bbfc-ed3ec3ee8dc9\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def harris_corners(img, window_size=3, k=0.04):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Compute Harris corner response map. Follow the math equation\\n\",\n    \"    R=Det(M)-k(Trace(M)^2).\\n\",\n    \"\\n\",\n    \"    Hint:\\n\",\n    \"        You may use the function scipy.ndimage.filters.convolve,\\n\",\n    \"        which is already imported above. If you use convolve(), remember to\\n\",\n    \"        specify zero-padding to match our equations, for example:\\n\",\n    \"\\n\",\n    \"            out_image = convolve(in_image, kernel, mode='constant', cval=0)\\n\",\n    \"\\n\",\n    \"        You can also use for nested loops compute M and the subsequent Harris\\n\",\n    \"        corner response for each output pixel, intead of using convolve().\\n\",\n    \"        Your implementation of conv_fast or conv_nested in HW1 may be a\\n\",\n    \"        useful reference!\\n\",\n    \"\\n\",\n    \"    Args:\\n\",\n    \"        img: Grayscale image of shape (H, W)\\n\",\n    \"        window_size: size of the window function\\n\",\n    \"        k: sensitivity parameter\\n\",\n    \"\\n\",\n    \"    Returns:\\n\",\n    \"        response: Harris response image of shape (H, W)\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"\\n\",\n    \"    H, W = img.shape\\n\",\n    \"    window = np.ones((window_size, window_size))\\n\",\n    \"\\n\",\n    \"    response = np.zeros((H, W))\\n\",\n    \"\\n\",\n    \"    # 1. Compute x and y derivatives (I_x, I_y) of an image\\n\",\n    \"    dx = filters.sobel_v(img)\\n\",\n    \"    dy = filters.sobel_h(img)\\n\",\n    \"\\n\",\n    \"    ### YOUR CODE HERE\\n\",\n    \"\\n\",\n    \"    ### END YOUR CODE\\n\",\n    \"\\n\",\n    \"    return response\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"1f2236d2-2d97-4253-bc9d-2645a55cae7b\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def harris_corners_alternate_solutions(img, window_size=3, k=0.04):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Compute Harris corner response map. Follow the math equation\\n\",\n    \"    R=Det(M)-k(Trace(M)^2).\\n\",\n    \"\\n\",\n    \"    Hint:\\n\",\n    \"        You may use the function scipy.ndimage.filters.convolve,\\n\",\n    \"        which is already imported above. If you use convolve(), remember to\\n\",\n    \"        specify zero-padding to match our equations, for example:\\n\",\n    \"\\n\",\n    \"            out_image = convolve(in_image, kernel, mode='constant', cval=0)\\n\",\n    \"\\n\",\n    \"        You can also use for nested loops compute M and the subsequent Harris\\n\",\n    \"        corner response for each output pixel, intead of using convolve().\\n\",\n    \"        Your implementation of conv_fast or conv_nested in HW1 may be a\\n\",\n    \"        useful reference!\\n\",\n    \"\\n\",\n    \"    Args:\\n\",\n    \"        img: Grayscale image of shape (H, W)\\n\",\n    \"        window_size: size of the window function\\n\",\n    \"        k: sensitivity parameter\\n\",\n    \"\\n\",\n    \"    Returns:\\n\",\n    \"        response: Harris response image of shape (H, W)\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"\\n\",\n    \"    H, W = img.shape\\n\",\n    \"    window = np.ones((window_size, window_size))\\n\",\n    \"\\n\",\n    \"    response_forloop = np.zeros((H, W))\\n\",\n    \"    response_convolve_default = np.zeros((H, W))\\n\",\n    \"\\n\",\n    \"    # 1. Compute x and y derivatives (I_x, I_y) of an image\\n\",\n    \"    dx = filters.sobel_v(img)\\n\",\n    \"    dy = filters.sobel_h(img)\\n\",\n    \"\\n\",\n    \"    ### YOUR CODE HERE\\n\",\n    \"\\n\",\n    \"    ### END YOUR CODE\\n\",\n    \"\\n\",\n    \"    return response_convolve_default, response_forloop\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"551e7af8-6099-4bb5-bf22-bcbdf0cd757c\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"img = imread('tictactoe.png', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Compute Harris corner response\\n\",\n    \"response = harris_corners(img)\\n\",\n    \"\\n\",\n    \"### YOUR CODE HERE\\n\",\n    \"response_convolve_default, response_forloop = #\\n\",\n    \"\\n\",\n    \"### END YOUR CODE\\n\",\n    \"\\n\",\n    \"# Display corner response\\n\",\n    \"plt.subplot(1,3,1)\\n\",\n    \"plt.imshow(response)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Harris Corner Response')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,2)\\n\",\n    \"plt.imshow(imread('tictactoe_solution_harris.png', as_gray=True))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Harris Corner Solution')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,3)\\n\",\n    \"plt.imshow(imread('tictactoe_alternate_solution_harris.png', as_gray=True))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Alternate Accepted Harris Corner Solution')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"e885af16-a29e-4a07-9a23-b1ab12a14a6e\",\n   \"metadata\": {},\n   \"source\": [\n    \"Once you implement the Harris detector correctly, you will be able to see small bright blobs around the corners of the tic tac toe grids and shapes in the output corner response image. The function `corner_peaks` from `skimage.feature` performs non-maximum suppression to take local maxima of the response map and localize keypoints.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"278540b6-9b23-4279-9980-3fda40c66276\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Perform non-maximum suppression in response map\\n\",\n    \"# and output corner coordinates\\n\",\n    \"corners = corner_peaks(response, threshold_rel=0.01)\\n\",\n    \"\\n\",\n    \"### YOUR CODE HERE\\n\",\n    \"corners_convolve_default = #\\n\",\n    \"corners_forloop = #\\n\",\n    \"# END CODE \\n\",\n    \"\\n\",\n    \"# Display detected corners\\n\",\n    \"plt.subplot(1,3,1)\\n\",\n    \"plt.imshow(img)\\n\",\n    \"plt.scatter(corners[:,1], corners[:,0], marker='x')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Corners')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,2)\\n\",\n    \"plt.imshow(imread('tictactoe_solution_detected_corners.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Corners Solution')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,3)\\n\",\n    \"plt.imshow(imread('tictactoe_alternate_solution_detected_corners.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Alternate Accepted Detected Corners Solution')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"9cec7c1f-8451-4188-ba07-497d66d54675\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 2 Describing and Matching Keypoints (20 points)\\n\",\n    \"\\n\",\n    \"We are now able to localize keypoints in two images by running the Harris corner detector independently on them. Next question is, how do we determine which pair of keypoints come from corresponding locations in those two images? In order to *match* the detected keypoints, we must come up with a way to *describe* the keypoints based on their local appearance. Generally, each region around detected keypoint locations is converted into  a fixed-size vectors called *descriptors*.\\n\",\n    \"\\n\",\n    \"### Part 2.1 Creating Descriptors (10 points)\\n\",\n    \"\\n\",\n    \"In this section, you are going to implement the **`simple_descriptor`** function, where each keypoint is described by the normalized intensity of a small patch around it.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"111238c9-d9ec-4103-9710-0f79acb08ea7\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def simple_descriptor(patch):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Describe the patch by normalizing the image values into a standard\\n\",\n    \"    normal distribution (having mean of 0 and standard deviation of 1)\\n\",\n    \"    and then flattening into a 1D array.\\n\",\n    \"\\n\",\n    \"    The normalization will make the descriptor more robust to change\\n\",\n    \"    in lighting condition.\\n\",\n    \"\\n\",\n    \"    Hint:\\n\",\n    \"        In this case of normalization, if a denominator is zero, divide by 1 instead.\\n\",\n    \"\\n\",\n    \"    Args:\\n\",\n    \"        patch: grayscale image patch of shape (H, W)\\n\",\n    \"\\n\",\n    \"    Returns:\\n\",\n    \"        feature: 1D array of shape (H * W)\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    feature = []\\n\",\n    \"    ### YOUR CODE HERE\\n\",\n    \"\\n\",\n    \"    ### END YOUR CODE\\n\",\n    \"    return feature\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"163a7a8b-a71d-4829-bfe4-6a8af9abeb48\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"img1 = imread('oldunion1.png', as_gray=True)\\n\",\n    \"img2 = imread('oldunion2.png', as_gray=True)\\n\",\n    \"\\n\",\n    \"# Detect keypoints in two images\\n\",\n    \"keypoints1 = corner_peaks(harris_corners(img1, window_size=3),\\n\",\n    \"                          threshold_rel=0.05,\\n\",\n    \"                          exclude_border=8)\\n\",\n    \"keypoints2 = corner_peaks(harris_corners(img2, window_size=3),\\n\",\n    \"                          threshold_rel=0.05,\\n\",\n    \"                          exclude_border=8)\\n\",\n    \"\\n\",\n    \"print(\\\"Keypoints 1 shape = \\\", keypoints1.shape)\\n\",\n    \"print(\\\"Keypoints 2 shape = \\\", keypoints2.shape)\\n\",\n    \"\\n\",\n    \"# Display detected keypoints\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(img1)\\n\",\n    \"plt.scatter(keypoints1[:500,1], keypoints1[:500,0], marker='x')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints for Image 1')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(img2)\\n\",\n    \"plt.scatter(keypoints2[:500,1], keypoints2[:500,0], marker='x')\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints for Image 2')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"# Display detected keypoints solution\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(imread('oldunion_solution_kp1.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints for Image 1 Solution')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(imread('oldunion_solution_kp2.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints for Image 2 Solution')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"bfec9321-4c13-4957-8d73-d6c7ca39d54e\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Part 2.2 Matching Descriptors (10 points)\\n\",\n    \"Next, implement the **`match_descriptors`** function to find good matches in two sets of descriptors. First, calculate Euclidean distance between all pairs of descriptors from image 1 and image 2. Then use this to determine if there is a good match: for each descriptor in image 1, if the distance to the closest descriptor in image 2 is significantly (by a given factor) smaller than the distance to the second-closest, we call it a match. The output of the function is an array where each row holds the indices of one pair of matching descriptors.\\n\",\n    \"\\n\",\n    \"*Checking your answer*: you should see an identical matching of keypoints as the solution, but the precise colors of each line will change with every run of keypoint matching so colors do not need to match.\\n\",\n    \"\\n\",\n    \"*Optional ungraded food for thought*: Think about why this method of keypoint matching is not commutative.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"c07b0633-2855-4ee6-91f8-5495649f9750\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def describe_keypoints(image, keypoints, desc_func, patch_size=16):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Args:\\n\",\n    \"        image: grayscale image of shape (H, W)\\n\",\n    \"        keypoints: 2D array containing a keypoint (y, x) in each row\\n\",\n    \"        desc_func: function that takes in an image patch and outputs\\n\",\n    \"            a 1D feature vector describing the patch\\n\",\n    \"        patch_size: size of a square patch at each keypoint\\n\",\n    \"\\n\",\n    \"    Returns:\\n\",\n    \"        desc: array of features describing the keypoints\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"\\n\",\n    \"    image.astype(np.float32)\\n\",\n    \"    desc = []\\n\",\n    \"\\n\",\n    \"    for i, kp in enumerate(keypoints):\\n\",\n    \"        y, x = kp\\n\",\n    \"        patch = image[y-(patch_size//2):y+((patch_size+1)//2),\\n\",\n    \"                      x-(patch_size//2):x+((patch_size+1)//2)]\\n\",\n    \"        desc.append(desc_func(patch))\\n\",\n    \"    return np.array(desc)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"b250d7b9-4b85-4d25-9111-5c7020ac50d5\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def match_descriptors(desc1, desc2, threshold=0.5):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Match the feature descriptors by finding distances between them. A match is formed\\n\",\n    \"    when the distance to the closest vector is much smaller than the distance to the\\n\",\n    \"    second-closest, that is, the ratio of the distances should be STRICTLY SMALLER\\n\",\n    \"    than the threshold (NOT equal to). Return the matches as pairs of vector indices.\\n\",\n    \"\\n\",\n    \"    Hint:\\n\",\n    \"        The Numpy functions np.sort, np.argmin, np.asarray might be useful\\n\",\n    \"\\n\",\n    \"        The Scipy function cdist calculates Euclidean distance between all\\n\",\n    \"        pairs of inputs\\n\",\n    \"    Args:\\n\",\n    \"        desc1: an array of shape (M, P) holding descriptors of size P about M keypoints\\n\",\n    \"        desc2: an array of shape (N, P) holding descriptors of size P about N keypoints\\n\",\n    \"\\n\",\n    \"    Returns:\\n\",\n    \"        matches: an array of shape (Q, 2) where each row holds the indices of one pair\\n\",\n    \"        of matching descriptors\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    matches = []\\n\",\n    \"\\n\",\n    \"    M = desc1.shape[0]\\n\",\n    \"    dists = cdist(desc1, desc2)\\n\",\n    \"\\n\",\n    \"    ### YOUR CODE HERE\\n\",\n    \"\\n\",\n    \"    ### END YOUR CODE\\n\",\n    \"\\n\",\n    \"    return matches\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"0854b31f-9a61-4f92-b693-be7d5ae57764\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"def plot_matches(ax, image1, image2, keypoints1, keypoints2, matches,\\n\",\n    \"                 keypoints_color='k', matches_color=None, only_matches=False):\\n\",\n    \"    \\\"\\\"\\\"Plot matched features.\\n\",\n    \"    Parameters\\n\",\n    \"    ----------\\n\",\n    \"    ax : matplotlib.axes.Axes\\n\",\n    \"        Matches and image are drawn in this ax.\\n\",\n    \"    image1 : (N, M [, 3]) array\\n\",\n    \"        First grayscale or color image.\\n\",\n    \"    image2 : (N, M [, 3]) array\\n\",\n    \"        Second grayscale or color image.\\n\",\n    \"    keypoints1 : (K1, 2) array\\n\",\n    \"        First keypoint coordinates as ``(row, col)``.\\n\",\n    \"    keypoints2 : (K2, 2) array\\n\",\n    \"        Second keypoint coordinates as ``(row, col)``.\\n\",\n    \"    matches : (Q, 2) array\\n\",\n    \"        Indices of corresponding matches in first and second set of\\n\",\n    \"        descriptors, where ``matches[:, 0]`` denote the indices in the first\\n\",\n    \"        and ``matches[:, 1]`` the indices in the second set of descriptors.\\n\",\n    \"    keypoints_color : matplotlib color, optional\\n\",\n    \"        Color for keypoint locations.\\n\",\n    \"    matches_color : matplotlib color, optional\\n\",\n    \"        Color for lines which connect keypoint matches. By default the\\n\",\n    \"        color is chosen randomly.\\n\",\n    \"    only_matches : bool, optional\\n\",\n    \"        Whether to only plot matches and not plot the keypoint locations.\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"\\n\",\n    \"    image1.astype(np.float32)\\n\",\n    \"    image2.astype(np.float32)\\n\",\n    \"\\n\",\n    \"    new_shape1 = list(image1.shape)\\n\",\n    \"    new_shape2 = list(image2.shape)\\n\",\n    \"\\n\",\n    \"    if image1.shape[0] < image2.shape[0]:\\n\",\n    \"        new_shape1[0] = image2.shape[0]\\n\",\n    \"    elif image1.shape[0] > image2.shape[0]:\\n\",\n    \"        new_shape2[0] = image1.shape[0]\\n\",\n    \"\\n\",\n    \"    if image1.shape[1] < image2.shape[1]:\\n\",\n    \"        new_shape1[1] = image2.shape[1]\\n\",\n    \"    elif image1.shape[1] > image2.shape[1]:\\n\",\n    \"        new_shape2[1] = image1.shape[1]\\n\",\n    \"\\n\",\n    \"    if new_shape1 != image1.shape:\\n\",\n    \"        new_image1 = np.zeros(new_shape1, dtype=image1.dtype)\\n\",\n    \"        new_image1[:image1.shape[0], :image1.shape[1]] = image1\\n\",\n    \"        image1 = new_image1\\n\",\n    \"\\n\",\n    \"    if new_shape2 != image2.shape:\\n\",\n    \"        new_image2 = np.zeros(new_shape2, dtype=image2.dtype)\\n\",\n    \"        new_image2[:image2.shape[0], :image2.shape[1]] = image2\\n\",\n    \"        image2 = new_image2\\n\",\n    \"\\n\",\n    \"    image = np.concatenate([image1, image2], axis=1)\\n\",\n    \"\\n\",\n    \"    offset = image1.shape\\n\",\n    \"\\n\",\n    \"    if not only_matches:\\n\",\n    \"        ax.scatter(keypoints1[:, 1], keypoints1[:, 0],\\n\",\n    \"                   facecolors='none', edgecolors=keypoints_color)\\n\",\n    \"        ax.scatter(keypoints2[:, 1] + offset[1], keypoints2[:, 0],\\n\",\n    \"                   facecolors='none', edgecolors=keypoints_color)\\n\",\n    \"\\n\",\n    \"    ax.imshow(image, interpolation='nearest', cmap='gray')\\n\",\n    \"    ax.axis((0, 2 * offset[1], offset[0], 0))\\n\",\n    \"\\n\",\n    \"    for i in range(matches.shape[0]):\\n\",\n    \"        idx1 = matches[i, 0]\\n\",\n    \"        idx2 = matches[i, 1]\\n\",\n    \"\\n\",\n    \"        if matches_color is None:\\n\",\n    \"            color = np.random.rand(3)\\n\",\n    \"        else:\\n\",\n    \"            color = matches_color\\n\",\n    \"\\n\",\n    \"        ax.plot((keypoints1[idx1, 1], keypoints2[idx2, 1] + offset[1]),\\n\",\n    \"                (keypoints1[idx1, 0], keypoints2[idx2, 0]),\\n\",\n    \"'-', color=color)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"df7008d5-1449-4cfd-986c-a5bf7862e004\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Set seed to compare output against solution\\n\",\n    \"np.random.seed(131)\\n\",\n    \"\\n\",\n    \"patch_size = 5\\n\",\n    \"    \\n\",\n    \"# Extract features from the corners\\n\",\n    \"desc1 = describe_keypoints(img1, keypoints1,\\n\",\n    \"                           desc_func=simple_descriptor,\\n\",\n    \"                           patch_size=patch_size)\\n\",\n    \"desc2 = describe_keypoints(img2, keypoints2,\\n\",\n    \"                           desc_func=simple_descriptor,\\n\",\n    \"                           patch_size=patch_size)\\n\",\n    \"\\n\",\n    \"print(\\\"Desc1 shape = \\\", desc1.shape)\\n\",\n    \"print(\\\"Desc2 shape = \\\", desc2.shape)\\n\",\n    \"\\n\",\n    \"# Match descriptors in image1 to those in image2\\n\",\n    \"matches = match_descriptors(desc1[:10000,:], desc2[:10000,:], 0.7)\\n\",\n    \"\\n\",\n    \"# Plot matches\\n\",\n    \"fig, ax = plt.subplots(1, 1, figsize=(15, 12))\\n\",\n    \"ax.axis('off')\\n\",\n    \"plt.title('Matched Simple Descriptor')\\n\",\n    \"plot_matches(ax, img1, img2, keypoints1, keypoints2, matches[:30,:])\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"plt.imshow(imread('oldunion_solution_simple_descriptor.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Matched Simple Descriptor Solution')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"2dd5f76e-ac87-433c-b962-24b4572fc6a9\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Part 3 Describing and Matching Keypoints with SIFT (10 points)\\n\",\n    \"\\n\",\n    \"In 2004, D.Lowe, University of British Columbia, came up with a new algorithm, Scale Invariant Feature Transform (SIFT) in his paper, Distinctive Image Features from Scale-Invariant Keypoints, which extract keypoints and compute its descriptors. We are now going to determine the keypoints of an image using Open CV functions. \\n\",\n    \"\\n\",\n    \"### Part 3.1 Creating Descriptors (10 points)\\n\",\n    \"\\n\",\n    \"In this section, you are going to implement an Open CV sift function to find the keypoints and descriptors. Then you are going to map the keypoints. \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"26567b3c-d549-44d3-a2b3-b9b5f994fafc\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Loading the image\\n\",\n    \"img1 = cv.imread('oldunion1.png')\\n\",\n    \"img2 = cv.imread('oldunion2.png')\\n\",\n    \"\\n\",\n    \" # Converting image to grayscale\\n\",\n    \"img1 = cv.cvtColor(img1,cv.COLOR_BGR2GRAY)\\n\",\n    \"img2 = cv.cvtColor(img2,cv.COLOR_BGR2GRAY)\\n\",\n    \"\\n\",\n    \"### YOUR CODE HERE \\n\",\n    \"# Applying SIFT detector\\n\",\n    \"\\n\",\n    \"# Find the keypoints and descriptors with SIFT\\n\",\n    \"\\n\",\n    \"### END YOUR CODE \\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"d7705c91-91f2-4cab-9417-f553f5cf2240\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Marking the keypoint on the image using circles\\n\",\n    \"img1=cv.drawKeypoints(img1, kp1, img1, flags=cv.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\\n\",\n    \"img2=cv.drawKeypoints(img2, kp2, img2, flags=cv.DRAW_MATCHES_FLAGS_DRAW_RICH_KEYPOINTS)\\n\",\n    \"\\n\",\n    \"# Display detected keypoints\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(img1)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints in Image 1')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(img2)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints in Image 2')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"# Display detected keypoints solution\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.imshow(imread('solution_detected_kp1.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints in Image 1 Solution')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.imshow(imread('solution_detected_kp2.png'))\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.title('Detected Keypoints in Image 2 Solution')\\n\",\n    \"plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"48bf87d1-f2bc-4941-82b2-33c32f3be5e1\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Part 3.2 Matching Descriptors with SIFT (10 points)\\n\",\n    \"Next, match the descriptors with the BFMatcher() function. \\n\",\n    \"\\n\",\n    \"*Checking your answer*: the lines are hard to see, but your solution should be similar to our solution \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"3c41b4f9-34f7-46aa-934b-b70951dae357\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"### YOUR CODE HERE\\n\",\n    \"\\n\",\n    \"# BFMatcher with default params\\n\",\n    \"\\n\",\n    \"# Match descriptors.\\n\",\n    \"\\n\",\n    \"### END YOUR CODE \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"15576fc7-b043-4149-b287-42f82aade45e\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"img3 = cv.drawMatches(img1,kp1,img2,kp2,matches[:100],None,flags=cv.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)\\n\",\n    \" \\n\",\n    \"plt.imshow(img3)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"eb8405a1-d62d-48df-a3f0-2c444c090d9b\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": []\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Separate Exploration Notebook\\n\",\n    \"\\n\",\n    \"The exploration component for this option now lives in `option_c_exploration.ipynb`. Complete this main notebook first, then complete the separate exploration notebook for the later due date.\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.13.1\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}"
  },
  {
    "path": "spring_2026/project1_release/option_C/option_c_exploration.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Option C Exploration\\n\",\n    \"\\n\",\n    \"This notebook contains the exploration component for Option C, due the week after the main notebook.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Review of Current Methods\\n\",\n    \"\\n\",\n    \"Select at least 5 relevant resources and briefly describe each one.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Mini-Project\\n\",\n    \"\\n\",\n    \"Extend the ideas from the main notebook with your own implementation or experiment.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# Add your exploration code here\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Writeup\\n\",\n    \"\\n\",\n    \"Explain what you did and how it relates to the main notebook topics.\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.13.1\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}"
  }
]