[
  {
    "path": "LICENSE.md",
    "content": "FER+\n\nCopyright (c) Microsoft Corporation\n\nAll rights reserved.\n\nMIT License\n\nPermission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"\"Software\"\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\nThe above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n"
  },
  {
    "path": "README.md",
    "content": "# FER+\nThe FER+ annotations provide a set of new labels for the standard Emotion FER dataset. In FER+, each image has been labeled by 10 crowd-sourced taggers, which provide better quality ground truth for still image emotion than the original FER labels. Having 10 taggers for each image enables researchers to estimate an emotion probability distribution per face. This allows constructing algorithms that produce statistical distributions or multi-label outputs instead of the conventional single-label output, as described in: https://arxiv.org/abs/1608.01041\n\nHere are some examples of the FER vs FER+ labels extracted from the abovementioned paper (FER top, FER+ bottom):\n\n![FER vs FER+ example](https://raw.githubusercontent.com/Microsoft/FERPlus/master/FER+vsFER.png)\n\nThe new label file is named **_fer2013new.csv_** and contains the same number of rows as the original **_fer2013.csv_** label file with the same order, so that you infer which emotion tag belongs to which image. Since we can't host the actual image content, please find the original FER data set here: https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data\n\nThe format of the CSV file is as follows: usage,\tneutral, happiness,\tsurprise, sadness, anger, disgust, fear, contempt, unknown, NF. Columns \"usage\" is the same as the original FER label to differentiate between training, public test and private test sets. The other columns are the vote count for each emotion with the addition of unknown and NF (Not a Face).\n\n## Training\nWe also provide a training code with implementation for all the training modes (majority, probability, cross entropy and multi-label) described in https://arxiv.org/abs/1608.01041. The training code uses MS Cognitive Toolkit (formerly CNTK) available in: https://github.com/Microsoft/CNTK.\n\nAfter installing Cognitive Toolkit and downloading the dataset (we will discuss the dataset layout next), you can simply run the following to start the training:\n\n#### For majority voting mode\n```\npython train.py -d <dataset base folder> -m majority\n```\n\n#### For probability mode\n```\npython train.py -d <dataset base folder> -m probability\n```\n\n#### For cross entropy mode\n```\npython train.py -d <dataset base folder> -m crossentropy\n```\n\n#### For multi-target mode\n```\npython train.py -d <dataset base folder> -m multi_target\n```\n\n## FER+ layout for Training\nThere is a folder named data that has the following layout:\n\n```\n/data\n  /FER2013Test\n    label.csv\n  /FER2013Train\n    label.csv\n  /FER2013Valid\n    label.csv\n```\n*label.csv* in each folder contains the actual label for each image, the image name is in the following format: ferXXXXXXXX.png, where XXXXXXXX is the row index of the original FER csv file. So here the names of the first few images:\n\n```\nfer0000000.png\nfer0000001.png\nfer0000002.png\nfer0000003.png\n```\nThe folders don't contain the actual images, you will need to download them from https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data, then extract the images from the FER csv file in such a way, that all images corresponding to \"Training\" go to FER2013Train folder, all images corresponding to \"PublicTest\" go to FER2013Valid folder and all images corresponding to \"PrivateTest\" go to FER2013Test folder. Or you can use `generate_training_data.py` script to do all the above for you as mentioned in next section.\n\n### Training data\nWe provide a simple script `generate_training_data.py` in python that takes **_fer2013.csv_** and **_fer2013new.csv_** as inputs, merge both CSV files and export all the images into a png files for the trainer to process.\n\n```\npython generate_training_data.py -d <dataset base folder> -fer <fer2013.csv path> -ferplus <fer2013new.csv path>\n```\n\n# Citation\nIf you use the new FER+ label or the sample code or part of it in your research, please cite the following:\n\n**@inproceedings{BarsoumICMI2016,  \n&nbsp;&nbsp;&nbsp;&nbsp;title={Training Deep Networks for Facial Expression Recognition with Crowd-Sourced Label Distribution},  \n&nbsp;&nbsp;&nbsp;&nbsp;author={Barsoum, Emad and Zhang, Cha and Canton Ferrer, Cristian and Zhang, Zhengyou},  \n&nbsp;&nbsp;&nbsp;&nbsp;booktitle={ACM International Conference on Multimodal Interaction (ICMI)},  \n&nbsp;&nbsp;&nbsp;&nbsp;year={2016}  \n}**\n"
  },
  {
    "path": "SECURITY.md",
    "content": "<!-- BEGIN MICROSOFT SECURITY.MD V0.0.8 BLOCK -->\n\n## Security\n\nMicrosoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/).\n\nIf you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/opensource/security/definition), please report it to us as described below.\n\n## Reporting Security Issues\n\n**Please do not report security vulnerabilities through public GitHub issues.**\n\nInstead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/opensource/security/create-report).\n\nIf you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com).  If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/opensource/security/pgpkey).\n\nYou should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://aka.ms/opensource/security/msrc). \n\nPlease include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:\n\n  * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)\n  * Full paths of source file(s) related to the manifestation of the issue\n  * The location of the affected source code (tag/branch/commit or direct URL)\n  * Any special configuration required to reproduce the issue\n  * Step-by-step instructions to reproduce the issue\n  * Proof-of-concept or exploit code (if possible)\n  * Impact of the issue, including how an attacker might exploit the issue\n\nThis information will help us triage your report more quickly.\n\nIf you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/opensource/security/bounty) page for more details about our active programs.\n\n## Preferred Languages\n\nWe prefer all communications to be in English.\n\n## Policy\n\nMicrosoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/opensource/security/cvd).\n\n<!-- END MICROSOFT SECURITY.MD BLOCK -->\n"
  },
  {
    "path": "data/FER2013Test/label.csv",
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  },
  {
    "path": "fer2013new.csv",
    "content": "Usage,Image 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  {
    "path": "src/ferplus.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport sys\nimport os\nimport csv\nimport numpy as np\nimport logging\nimport random as rnd\nfrom collections import namedtuple\n\nfrom PIL import Image\nfrom rect_util import Rect\nimport img_util as imgu\nimport matplotlib.pyplot as plt\n\ndef display_summary(train_data_reader, val_data_reader, test_data_reader):\n    '''\n    Summarize the data in a tabular format.\n    '''\n    emotion_count = train_data_reader.emotion_count\n    emotin_header = ['neutral', 'happiness', 'surprise', 'sadness', 'anger', 'disgust', 'fear', 'contempt']\n\n    logging.info(\"{0}\\t{1}\\t{2}\\t{3}\".format(\"\".ljust(10), \"Train\", \"Val\", \"Test\"))\n    for index in range(emotion_count):\n        logging.info(\"{0}\\t{1}\\t{2}\\t{3}\".format(emotin_header[index].ljust(10), \n                     train_data_reader.per_emotion_count[index], \n                     val_data_reader.per_emotion_count[index], \n                     test_data_reader.per_emotion_count[index]))\n\nclass FERPlusParameters():\n    '''\n    FER+ reader parameters\n    '''\n    def __init__(self, target_size, width, height, training_mode = \"majority\", determinisitc = False, shuffle = True):\n        self.target_size   = target_size\n        self.width         = width\n        self.height        = height\n        self.training_mode = training_mode\n        self.determinisitc = determinisitc\n        self.shuffle       = shuffle\n                     \nclass FERPlusReader(object):\n    '''\n    A custom reader for FER+ dataset that support multiple modes as described in:\n        https://arxiv.org/abs/1608.01041\n    '''\n    @classmethod\n    def create(cls, base_folder, sub_folders, label_file_name, parameters):\n        '''\n        Factory function that create an instance of FERPlusReader and load the data form disk.\n        '''\n        reader = cls(base_folder, sub_folders, label_file_name, parameters)\n        reader.load_folders(parameters.training_mode)\n        return reader\n        \n    def __init__(self, base_folder, sub_folders, label_file_name, parameters):\n        '''\n        Each sub_folder contains the image files and a csv file for the corresponding label. The read iterate through\n        all the sub_folders and aggregate all the images and their corresponding labels.        \n        '''\n        self.base_folder     = base_folder\n        self.sub_folders     = sub_folders\n        self.label_file_name = label_file_name\n        self.emotion_count   = parameters.target_size\n        self.width           = parameters.width\n        self.height          = parameters.height\n        self.shuffle         = parameters.shuffle\n        self.training_mode   = parameters.training_mode\n\n        # data augmentation parameters.determinisitc\n        if parameters.determinisitc:\n            self.max_shift = 0.0\n            self.max_scale = 1.0\n            self.max_angle = 0.0\n            self.max_skew = 0.0\n            self.do_flip = False\n        else:\n            self.max_shift = 0.08\n            self.max_scale = 1.05\n            self.max_angle = 20.0\n            self.max_skew = 0.05\n            self.do_flip = True\n        \n        self.data              = None\n        self.per_emotion_count = None\n        self.batch_start       = 0\n        self.indices           = 0\n\n        self.A, self.A_pinv = imgu.compute_norm_mat(self.width, self.height)\n        \n    def has_more(self):\n        '''\n        Return True if there is more min-batches.\n        '''\n        if self.batch_start < len(self.data):\n            return True\n        return False\n\n    def reset(self):\n        '''\n        Start from beginning for the new epoch.\n        '''\n        self.batch_start = 0\n\n    def size(self):\n        '''\n        Return the number of images read by this reader.\n        '''\n        return len(self.data)\n        \n    def next_minibatch(self, batch_size):\n        '''\n        Return the next mini-batch, we do data augmentation during constructing each mini-batch.\n        '''\n        data_size = len(self.data)\n        batch_end = min(self.batch_start + batch_size, data_size)\n        current_batch_size = batch_end - self.batch_start\n        if current_batch_size < 0:\n            raise Exception('Reach the end of the training data.')\n        \n        inputs = np.empty(shape=(current_batch_size, 1, self.width, self.height), dtype=np.float32)\n        targets = np.empty(shape=(current_batch_size, self.emotion_count), dtype=np.float32)\n        for idx in range(self.batch_start, batch_end):\n            index = self.indices[idx]\n            distorted_image = imgu.distort_img(self.data[index][1], \n                                               self.data[index][3], \n                                               self.width, \n                                               self.height, \n                                               self.max_shift, \n                                               self.max_scale, \n                                               self.max_angle, \n                                               self.max_skew, \n                                               self.do_flip)\n            final_image = imgu.preproc_img(distorted_image, A=self.A, A_pinv=self.A_pinv)\n\n            inputs[idx-self.batch_start]    = final_image\n            targets[idx-self.batch_start,:] = self._process_target(self.data[index][2])\n\n        self.batch_start += current_batch_size\n        return inputs, targets, current_batch_size\n        \n    def load_folders(self, mode):\n        '''\n        Load the actual images from disk. While loading, we normalize the input data.\n        '''\n        self.reset()\n        self.data = []\n        self.per_emotion_count = np.zeros(self.emotion_count, dtype=np.int)\n        \n        for folder_name in self.sub_folders: \n            logging.info(\"Loading %s\" % (os.path.join(self.base_folder, folder_name)))\n            folder_path = os.path.join(self.base_folder, folder_name)\n            in_label_path = os.path.join(folder_path, self.label_file_name)\n            with open(in_label_path) as csvfile: \n                emotion_label = csv.reader(csvfile) \n                for row in emotion_label: \n                    # load the image\n                    image_path = os.path.join(folder_path, row[0])\n                    image_data = Image.open(image_path)\n                    image_data.load()\n\n                    # face rectangle \n                    box = list(map(int, row[1][1:-1].split(',')))\n                    face_rc = Rect(box)\n\n                    emotion_raw = list(map(float, row[2:len(row)]))\n                    emotion = self._process_data(emotion_raw, mode) \n                    idx = np.argmax(emotion)\n                    if idx < self.emotion_count: # not unknown or non-face \n                        emotion = emotion[:-2]\n                        emotion = [float(i)/sum(emotion) for i in emotion]\n                        self.data.append((image_path, image_data, emotion, face_rc))\n                        self.per_emotion_count[idx] += 1\n        \n        self.indices = np.arange(len(self.data))\n        if self.shuffle:\n            np.random.shuffle(self.indices)\n    \n    def _process_target(self, target):\n        '''\n        Based on https://arxiv.org/abs/1608.01041 the target depend on the training mode.\n\n        Majority or crossentropy: return the probability distribution generated by \"_process_data\"\n        Probability: pick one emotion based on the probability distribtuion.\n        Multi-target: \n        '''\n        if self.training_mode == 'majority' or self.training_mode == 'crossentropy': \n            return target\n        elif self.training_mode == 'probability': \n            idx             = np.random.choice(len(target), p=target) \n            new_target      = np.zeros_like(target)\n            new_target[idx] = 1.0\n            return new_target\n        elif self.training_mode == 'multi_target': \n            new_target = np.array(target) \n            new_target[new_target>0] = 1.0\n            epsilon = 0.001     # add small epsilon in order to avoid ill-conditioned computation\n            return (1-epsilon)*new_target + epsilon*np.ones_like(target)\n\n    def _process_data(self, emotion_raw, mode):\n        '''\n        Based on https://arxiv.org/abs/1608.01041, we process the data differently depend on the training mode:\n\n        Majority: return the emotion that has the majority vote, or unknown if the count is too little.\n        Probability or Crossentropty: convert the count into probability distribution.abs\n        Multi-target: treat all emotion with 30% or more votes as equal.\n        '''        \n        size = len(emotion_raw)\n        emotion_unknown     = [0.0] * size\n        emotion_unknown[-2] = 1.0\n\n        # remove emotions with a single vote (outlier removal) \n        for i in range(size):\n            if emotion_raw[i] < 1.0 + sys.float_info.epsilon:\n                emotion_raw[i] = 0.0\n\n        sum_list = sum(emotion_raw)\n        emotion = [0.0] * size \n\n        if mode == 'majority': \n            # find the peak value of the emo_raw list \n            maxval = max(emotion_raw) \n            if maxval > 0.5*sum_list: \n                emotion[np.argmax(emotion_raw)] = maxval \n            else: \n                emotion = emotion_unknown   # force setting as unknown \n        elif (mode == 'probability') or (mode == 'crossentropy'):\n            sum_part = 0\n            count = 0\n            valid_emotion = True\n            while sum_part < 0.75*sum_list and count < 3 and valid_emotion:\n                maxval = max(emotion_raw) \n                for i in range(size): \n                    if emotion_raw[i] == maxval: \n                        emotion[i] = maxval\n                        emotion_raw[i] = 0\n                        sum_part += emotion[i]\n                        count += 1\n                        if i >= 8:  # unknown or non-face share same number of max votes \n                            valid_emotion = False\n                            if sum(emotion) > maxval:   # there have been other emotions ahead of unknown or non-face\n                                emotion[i] = 0\n                                count -= 1\n                            break\n            if sum(emotion) <= 0.5*sum_list or count > 3: # less than 50% of the votes are integrated, or there are too many emotions, we'd better discard this example\n                emotion = emotion_unknown   # force setting as unknown \n        elif mode == 'multi_target':\n            threshold = 0.3\n            for i in range(size): \n                if emotion_raw[i] >= threshold*sum_list: \n                    emotion[i] = emotion_raw[i] \n            if sum(emotion) <= 0.5 * sum_list: # less than 50% of the votes are integrated, we discard this example \n                emotion = emotion_unknown   # set as unknown \n                                \n        return [float(i)/sum(emotion) for i in emotion]"
  },
  {
    "path": "src/generate_training_data.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport os\nimport csv\nimport argparse\nimport numpy as np\nfrom itertools import islice\nfrom PIL import Image\n\n# List of folders for training, validation and test.\nfolder_names = {'Training'   : 'FER2013Train',\n                'PublicTest' : 'FER2013Valid',\n                'PrivateTest': 'FER2013Test'}\n\ndef str_to_image(image_blob):\n    ''' Convert a string blob to an image object. '''\n    image_string = image_blob.split(' ')\n    image_data = np.asarray(image_string, dtype=np.uint8).reshape(48,48)\n    return Image.fromarray(image_data)\n\ndef main(base_folder, fer_path, ferplus_path):\n    '''\n    Generate PNG image files from the combined fer2013.csv and fer2013new.csv file. The generated files\n    are stored in their corresponding folder for the trainer to use.\n    \n    Args:\n        base_folder(str): The base folder that contains  'FER2013Train', 'FER2013Valid' and 'FER2013Test'\n                          subfolder.\n        fer_path(str): The full path of fer2013.csv file.\n        ferplus_path(str): The full path of fer2013new.csv file.\n    '''\n    \n    print(\"Start generating ferplus images.\")\n    \n    for key, value in folder_names.items():\n        folder_path = os.path.join(base_folder, value)\n        if not os.path.exists(folder_path):\n            os.makedirs(folder_path)\n    \n    ferplus_entries = []\n    with open(ferplus_path,'r') as csvfile:\n        ferplus_rows = csv.reader(csvfile, delimiter=',')\n        for row in islice(ferplus_rows, 1, None):\n            ferplus_entries.append(row)\n \n    index = 0\n    with open(fer_path,'r') as csvfile:\n        fer_rows = csv.reader(csvfile, delimiter=',')\n        for row in islice(fer_rows, 1, None):\n            ferplus_row = ferplus_entries[index]\n            file_name = ferplus_row[1].strip()\n            if len(file_name) > 0:\n                image = str_to_image(row[1])\n                image_path = os.path.join(base_folder, folder_names[row[2]], file_name)\n                image.save(image_path, compress_level=0)                \n            index += 1 \n            \n    print(\"Done...\")\n            \nif __name__ == \"__main__\":\n    parser = argparse.ArgumentParser()\n    parser.add_argument(\"-d\", \n                        \"--base_folder\", \n                        type = str, \n                        help = \"Base folder containing the training, validation and testing folder.\", \n                        required = True)\n    parser.add_argument(\"-fer\", \n                        \"--fer_path\", \n                        type = str,\n                        help = \"Path to the original fer2013.csv file.\",\n                        required = True)\n                        \n    parser.add_argument(\"-ferplus\", \n                        \"--ferplus_path\", \n                        type = str,\n                        help = \"Path to the new fer2013new.csv file.\",\n                        required = True)                        \n\n    args = parser.parse_args()\n    main(args.base_folder, args.fer_path, args.ferplus_path)"
  },
  {
    "path": "src/img_util.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport numpy as np\nimport random as rnd\nfrom PIL import Image\nfrom scipy import ndimage\nfrom rect_util import Rect\n\ndef compute_norm_mat(base_width, base_height): \n    # normalization matrix used in image pre-processing \n    x      = np.arange(base_width)\n    y      = np.arange(base_height)\n    X, Y   = np.meshgrid(x, y)\n    X      = X.flatten()\n    Y      = Y.flatten() \n    A      = np.array([X*0+1, X, Y]).T \n    A_pinv = np.linalg.pinv(A)\n    return A, A_pinv\n\ndef preproc_img(img, A, A_pinv):\n    # compute image histogram \n    img_flat = img.flatten()\n    img_hist = np.bincount(img_flat, minlength = 256)\n\n    # cumulative distribution function \n    cdf = img_hist.cumsum() \n    cdf = cdf * (2.0 / cdf[-1]) - 1.0 # normalize \n\n    # histogram equalization \n    img_eq = cdf[img_flat] \n\n    diff = img_eq - np.dot(A, np.dot(A_pinv, img_eq))\n\n    # after plane fitting, the mean of diff is already 0 \n    std = np.sqrt(np.dot(diff,diff)/diff.size)\n    if std > 1e-6: \n        diff = diff/std\n    return diff.reshape(img.shape)\n\ndef distort_img(img, roi, out_width, out_height, max_shift, max_scale, max_angle, max_skew, flip=True): \n    shift_y = out_height*max_shift*rnd.uniform(-1.0,1.0)\n    shift_x = out_width*max_shift*rnd.uniform(-1.0,1.0)\n\n    # rotation angle \n    angle = max_angle*rnd.uniform(-1.0,1.0)\n\n    #skew \n    sk_y = max_skew*rnd.uniform(-1.0, 1.0)\n    sk_x = max_skew*rnd.uniform(-1.0, 1.0)\n\n    # scale \n    scale_y = rnd.uniform(1.0, max_scale) \n    if rnd.choice([True, False]): \n        scale_y = 1.0/scale_y \n    scale_x = rnd.uniform(1.0, max_scale) \n    if rnd.choice([True, False]): \n        scale_x = 1.0/scale_x \n    T_im = crop_img(img, roi, out_width, out_height, shift_x, shift_y, scale_x, scale_y, angle, sk_x, sk_y)\n    if flip and rnd.choice([True, False]): \n        T_im = np.fliplr(T_im)\n    return T_im\n\ndef crop_img(img, roi, crop_width, crop_height, shift_x, shift_y, scale_x, scale_y, angle, skew_x, skew_y):\n    # current face center \n    ctr_in = np.array((roi.center().y, roi.center().x))\n    ctr_out = np.array((crop_height/2.0+shift_y, crop_width/2.0+shift_x))\n    out_shape = (crop_height, crop_width)\n    s_y = scale_y*(roi.height()-1)*1.0/(crop_height-1)\n    s_x = scale_x*(roi.width()-1)*1.0/(crop_width-1)\n    \n    # rotation and scale \n    ang = angle*np.pi/180.0 \n    transform = np.array([[np.cos(ang), -np.sin(ang)], [np.sin(ang), np.cos(ang)]])\n    transform = transform.dot(np.array([[1.0, skew_y], [0.0, 1.0]]))\n    transform = transform.dot(np.array([[1.0, 0.0], [skew_x, 1.0]]))\n    transform = transform.dot(np.diag([s_y, s_x]))\n    offset = ctr_in-ctr_out.dot(transform)\n\n    # each point p in the output image is transformed to pT+s, where T is the matrix and s is the offset\n    T_im = ndimage.interpolation.affine_transform(input = img, \n                                                  matrix = np.transpose(transform), \n                                                  offset = offset, \n                                                  output_shape = out_shape, \n                                                  order = 1,   # bilinear interpolation \n                                                  mode = 'reflect', \n                                                  prefilter = False)\n    return T_im\n"
  },
  {
    "path": "src/models.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport os\nimport sys\nimport math\nimport numpy as np\nimport cntk as ct\n\ndef build_model(num_classes, model_name):\n    '''\n    Factory function to instantiate the model.\n    '''\n    model = getattr(sys.modules[__name__], model_name)\n    return model(num_classes)\n\nclass VGG13(object):\n    '''\n    A VGG13 like model (https://arxiv.org/pdf/1409.1556.pdf) tweaked for emotion data.\n    '''\n    @property\n    def learning_rate(self):\n        return 0.05\n\n    @property\n    def input_width(self):\n        return 64\n\n    @property\n    def input_height(self):\n        return 64\n\n    @property\n    def input_channels(self):\n        return 1\n\n    @property\n    def model(self):\n        return None\n\n    @property\n    def model(self):\n        return self._model\n\n    def __init__(self, num_classes):\n        self._model = self._create_model(num_classes)\n\n    def _create_model(self, num_classes):\n        with ct.default_options(activation=ct.relu, init=ct.glorot_uniform()):\n            model = ct.layers.Sequential([\n                ct.layers.For(range(2), lambda i: [\n                    ct.layers.Convolution((3,3), [64,128][i], pad=True, name='conv{}-1'.format(i+1)),\n                    ct.layers.Convolution((3,3), [64,128][i], pad=True, name='conv{}-2'.format(i+1)),\n                    ct.layers.MaxPooling((2,2), strides=(2,2), name='pool{}-1'.format(i+1)),\n                    ct.layers.Dropout(0.25, name='drop{}-1'.format(i+1))\n                ]),\n                ct.layers.For(range(2), lambda i: [\n                    ct.layers.Convolution((3,3), [256,256][i], pad=True, name='conv{}-1'.format(i+3)),\n                    ct.layers.Convolution((3,3), [256,256][i], pad=True, name='conv{}-2'.format(i+3)),\n                    ct.layers.Convolution((3,3), [256,256][i], pad=True, name='conv{}-3'.format(i+3)),                \n                    ct.layers.MaxPooling((2,2), strides=(2,2), name='pool{}-1'.format(i+3)),\n                    ct.layers.Dropout(0.25, name='drop{}-1'.format(i+3))\n                ]),            \n                ct.layers.For(range(2), lambda i: [\n                    ct.layers.Dense(1024, activation=None, name='fc{}'.format(i+5)),\n                    ct.layers.Activation(activation=ct.relu, name='relu{}'.format(i+5)),\n                    ct.layers.Dropout(0.5, name='drop{}'.format(i+5))\n                ]),\n                ct.layers.Dense(num_classes, activation=None, name='output')\n            ])\n        return model\n"
  },
  {
    "path": "src/rect_util.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport math\n  \nclass Point(object):\n    def __init__(self, x=0.0, y=0.0):\n        self.x = x\n        self.y = y\n     \n    def __add__(self, p):\n        \"\"\"Point(x1+x2, y1+y2)\"\"\"\n        return Point(self.x+p.x, self.y+p.y)\n     \n    def __sub__(self, p):\n        \"\"\"Point(x1-x2, y1-y2)\"\"\"\n        return Point(self.x-p.x, self.y-p.y)\n     \n    def __mul__( self, scalar ):\n        \"\"\"Point(x1*x2, y1*y2)\"\"\"\n        return Point(self.x*scalar, self.y*scalar)\n     \n    def __div__(self, scalar):\n        \"\"\"Point(x1/x2, y1/y2)\"\"\"\n        return Point(self.x/scalar, self.y/scalar)\n     \n    def __str__(self):\n        return \"(%s, %s)\" % (self.x, self.y)\n     \n    def length(self):\n        return math.sqrt(self.x**2 + self.y**2)\n     \n    def distance_to(self, p):\n        \"\"\"Calculate the distance between two points.\"\"\"\n        return (self - p).length()\n     \n    def as_tuple(self):\n        \"\"\"(x, y)\"\"\"\n        return (self.x, self.y)\n     \n    def clone(self):\n        \"\"\"Return a full copy of this point.\"\"\"\n        return Point(self.x, self.y)\n     \n    def integerize(self):\n        \"\"\"Convert co-ordinate values to integers.\"\"\"\n        self.x = int(self.x+0.5)\n        self.y = int(self.y+0.5)\n     \n    def floatize(self):\n        \"\"\"Convert co-ordinate values to floats.\"\"\"\n        self.x = float(self.x)\n        self.y = float(self.y)\n     \n    def reset(self, x, y):\n        \"\"\"Reset x & y coordinates.\"\"\"\n        self.x = x\n        self.y = y\n     \n    def shift(self, pt):\n        \"\"\"Move to new (x+pt.x,y+pt.y).\"\"\"\n        self.x = self.x + pt.x\n        self.y = self.y + pt.y\n     \n    def shift_xy(self, dx, dy):\n        \"\"\"Move to new (x+dx,y+dy).\"\"\"\n        self.x = self.x + dx\n        self.y = self.y + dy\n     \n    def rotate(self, rad):\n        \"\"\"Rotate counter-clockwise by rad radians.\n        Positive y goes *up,* as in traditional mathematics.\n        The new position is returned as a new Point.\n        \"\"\"\n        s, c = [f(rad) for f in (math.sin, math.cos)]\n        x, y = (c*self.x - s*self.y, s*self.x + c*self.y)\n        return Point(x,y)\n     \n    def rotate_about(self, p, theta):\n        \"\"\"Rotate counter-clockwise around a point, by theta degrees.\n        Positive y goes *up,* as in traditional mathematics.\n        The new position is returned as a new Point.\n        \"\"\"\n        result = self.clone()\n        result.shift(-p.x, -p.y)\n        result.rotate(theta)\n        result.shift(p.x, p.y)\n        return result\n  \nclass Rect(object):\n    \"\"\"The rectangle stores left, top, right, and bottom values.\n    Coordinates are based on screen coordinates.\n    origin                            top\n    +-----> x increases                |\n    |                           left  -+-  right\n    v                                  |\n    y increases                      bottom\n    \"\"\"\n\n    def __init__(self, box):\n        \"\"\"Initialize a rectangle from two points.\"\"\"\n        self.left = box[0]\n        self.top = box[1]\n        self.right = box[2]\n        self.bottom = box[3]\n \n    def as_tuple(self):\n        \"\"\"(left, top, right, bottom)\"\"\"\n        return (self.left, self.top, self.right, self.bottom)\n\n    def width(self): \n        \"\"\"Width\"\"\"\n        return (self.right - self.left) \n\n    def height(self): \n        \"\"\"Height\"\"\"\n        return (self.bottom - self.top) \n\n    def contains(self, pt):\n        \"\"\"Return true if a point is inside the rectangle.\"\"\"\n        x,y = pt.as_tuple()\n        return (self.left <= x <= self.right and\n                self.top <= y <= self.bottom)\n\n    def shift(self, pt):\n        \"\"\"Shift by pt.x and pt.y.\"\"\"\n        self.left = self.left + pt.x\n        self.right = self.right + pt.x\n        self.top = self.top + pt.y\n        self.bottom = self.bottom + pt.y\n\n    def shift_xy(self, dx, dy): \n        \"\"\"Shift by dx and dy.\"\"\"\n        self.left = self.left + dx\n        self.right = self.right + dx\n        self.top = self.top + dy\n        self.bottom = self.bottom + dy\n \n    def equal(self, other): \n        \"\"\"Return true if a rectangle is identical to this rectangle.\"\"\"\n        return (self.right == other.left and self.left == other.right and\n                self.top == other.bottom and self.bottom == other.top)\n \n    def overlaps(self, other):\n        \"\"\"Return true if a rectangle overlaps this rectangle.\"\"\"\n        return (self.right > other.left and self.left < other.right and\n                self.top < other.bottom and self.bottom > other.top)\n\n    def intersect(self, other): \n        \"\"\"Return the intersect rectangle.\n        Note we don't check here whether the intersection is valid\n        If needed, call overlaps() first to check \n        \"\"\" \n        return Rect((max(self.left, other.left), \n                    max(self.top, other.top), \n                    min(self.right, other.right), \n                    min(self.bottom, other.bottom)))\n    \n    def clamp(self, xmin, ymin, xmax, ymax): \n        \"\"\"Return clamped rectangle based on the other rectangle.\n        Note we don't check here whether the output is valid\n        If needed, call overlaps() first to check \n        \"\"\"\n        self.left = max(self.left, xmin)\n        self.right = min(self.right, xmax)\n        self.top = max(self.top, ymin)\n        self.bottom = min(self.bottom, ymax)         \n\n    def top_left(self):\n        \"\"\"Return the top-left corner as a Point.\"\"\"\n        return Point(self.left, self.top)\n     \n    def bottom_right(self):\n        \"\"\"Return the bottom-right corner as a Point.\"\"\"\n        return Point(self.right, self.bottom)\n\n    def center(self): \n        \"\"\"Return the center as a Point.\"\"\" \n        return Point((self.left+self.right)/2.0, (self.top+self.bottom)/2.0) \n\n    def mult(self, xmul, ymul): \n        \"\"\"Return a rectangle with all coordinates multipled by a number.\"\"\" \n        return Rect((self.left*xmul, self.top*ymul, self.right*xmul, self.bottom*ymul))\n     \n    def scale(self, scale):\n        \"\"\"Return a scaled rectangle with identical center.\"\"\"\n        xctr = (self.left + self.right)/2.0\n        yctr = (self.top + self.bottom)/2.0\n        width = self.width()*scale\n        height = self.height()*scale\n        xstart = xctr-width/2.0\n        ystart = yctr-height/2.0\n        return Rect((xstart, ystart, xstart+width, ystart+height))\n\n    def cocenter(self, new_width, new_height): \n        \"\"\"Return a new rectangle with identical center.\"\"\"\n        xctr = (self.left + self.right)/2.0\n        yctr = (self.top + self.bottom)/2.0\n        xstart = xctr - new_width/2.0\n        ystart = yctr - new_height/2.0\n        return Rect((xstart, ystart, xstart+new_width, ystart+new_height))\n\n    def integerize(self):\n        \"\"\"Convert co-ordinate values to integers.\"\"\"\n        self.left = int(self.left+0.5)\n        self.right = int(self.right+0.5)\n        self.top = int(self.top+0.5)\n        self.bottom = int(self.bottom+0.5)\n     \n    def floatize(self):\n        \"\"\"Convert co-ordinate values to floats.\"\"\"\n        self.left = float(self.left)\n        self.right = float(self.right)\n        self.top = float(self.top)\n        self.bottom = float(self.bottom)\n     \n    def __str__( self ):\n        return \"<Rect (%s,%s)-(%s,%s)>\" % (self.left,self.top,\n                                        self.right,self.bottom)\n     "
  },
  {
    "path": "src/train.py",
    "content": "#\n# Copyright (c) Microsoft. All rights reserved.\n# Licensed under the MIT license. See LICENSE.md file in the project root for full license information.\n#\n\nimport sys\nimport time\nimport os\nimport math\nimport csv\nimport argparse\nimport numpy as np\nimport logging\n\nfrom models import *\nfrom ferplus import *\n\nimport cntk as ct\n\nemotion_table = {'neutral'  : 0, \n                 'happiness': 1, \n                 'surprise' : 2, \n                 'sadness'  : 3, \n                 'anger'    : 4, \n                 'disgust'  : 5, \n                 'fear'     : 6, \n                 'contempt' : 7}\n\n# List of folders for training, validation and test.\ntrain_folders = ['FER2013Train']\nvalid_folders = ['FER2013Valid'] \ntest_folders  = ['FER2013Test']\n\ndef cost_func(training_mode, prediction, target):\n    '''\n    We use cross entropy in most mode, except for the multi-label mode, which require treating\n    multiple labels exactly the same.\n    '''\n    train_loss = None\n    if training_mode == 'majority' or training_mode == 'probability' or training_mode == 'crossentropy': \n        # Cross Entropy.\n        train_loss = ct.negate(ct.reduce_sum(ct.element_times(target, ct.log(prediction)), axis=-1))\n    elif training_mode == 'multi_target':\n        train_loss = ct.negate(ct.log(ct.reduce_max(ct.element_times(target, prediction), axis=-1)))\n\n    return train_loss\n    \ndef main(base_folder, training_mode='majority', model_name='VGG13', max_epochs = 100):\n\n    # create needed folders.\n    output_model_path   = os.path.join(base_folder, R'models')\n    output_model_folder = os.path.join(output_model_path, model_name + '_' + training_mode)\n    if not os.path.exists(output_model_folder):\n        os.makedirs(output_model_folder)\n\n    # creating logging file \n    logging.basicConfig(filename = os.path.join(output_model_folder, \"train.log\"), filemode = 'w', level = logging.INFO)\n    logging.getLogger().addHandler(logging.StreamHandler())\n\n    logging.info(\"Starting with training mode {} using {} model and max epochs {}.\".format(training_mode, model_name, max_epochs))\n\n    # create the model\n    num_classes = len(emotion_table)\n    model       = build_model(num_classes, model_name)\n\n    # set the input variables.\n    input_var = ct.input((1, model.input_height, model.input_width), np.float32)\n    label_var = ct.input((num_classes), np.float32)\n    \n    # read FER+ dataset.\n    logging.info(\"Loading data...\")\n    train_params        = FERPlusParameters(num_classes, model.input_height, model.input_width, training_mode, False)\n    test_and_val_params = FERPlusParameters(num_classes, model.input_height, model.input_width, \"majority\", True)\n\n    train_data_reader   = FERPlusReader.create(base_folder, train_folders, \"label.csv\", train_params)\n    val_data_reader     = FERPlusReader.create(base_folder, valid_folders, \"label.csv\", test_and_val_params)\n    test_data_reader    = FERPlusReader.create(base_folder, test_folders, \"label.csv\", test_and_val_params)\n    \n    # print summary of the data.\n    display_summary(train_data_reader, val_data_reader, test_data_reader)\n    \n    # get the probalistic output of the model.\n    z    = model.model(input_var)\n    pred = ct.softmax(z)\n    \n    epoch_size     = train_data_reader.size()\n    minibatch_size = 32\n\n    # Training config\n    lr_per_minibatch       = [model.learning_rate]*20 + [model.learning_rate / 2.0]*20 + [model.learning_rate / 10.0]\n    mm_time_constant       = -minibatch_size/np.log(0.9)\n    lr_schedule            = ct.learning_rate_schedule(lr_per_minibatch, unit=ct.UnitType.minibatch, epoch_size=epoch_size)\n    mm_schedule            = ct.momentum_as_time_constant_schedule(mm_time_constant)\n\n    # loss and error cost\n    train_loss = cost_func(training_mode, pred, label_var)\n    pe         = ct.classification_error(z, label_var)\n\n    # construct the trainer\n    learner = ct.momentum_sgd(z.parameters, lr_schedule, mm_schedule)\n    trainer = ct.Trainer(z, (train_loss, pe), learner)\n\n    # Get minibatches of images to train with and perform model training\n    max_val_accuracy    = 0.0\n    final_test_accuracy = 0.0\n    best_test_accuracy  = 0.0\n\n    logging.info(\"Start training...\")\n    epoch      = 0\n    best_epoch = 0\n    while epoch < max_epochs: \n        train_data_reader.reset()\n        val_data_reader.reset()\n        test_data_reader.reset()\n        \n        # Training \n        start_time = time.time()\n        training_loss = 0\n        training_accuracy = 0\n        while train_data_reader.has_more():\n            images, labels, current_batch_size = train_data_reader.next_minibatch(minibatch_size)\n\n            # Specify the mapping of input variables in the model to actual minibatch data to be trained with\n            trainer.train_minibatch({input_var : images, label_var : labels})\n\n            # keep track of statistics.\n            training_loss     += trainer.previous_minibatch_loss_average * current_batch_size\n            training_accuracy += trainer.previous_minibatch_evaluation_average * current_batch_size\n                \n        training_accuracy /= train_data_reader.size()\n        training_accuracy = 1.0 - training_accuracy\n        \n        # Validation\n        val_accuracy = 0\n        while val_data_reader.has_more():\n            images, labels, current_batch_size = val_data_reader.next_minibatch(minibatch_size)\n            val_accuracy += trainer.test_minibatch({input_var : images, label_var : labels}) * current_batch_size\n            \n        val_accuracy /= val_data_reader.size()\n        val_accuracy = 1.0 - val_accuracy\n        \n        # if validation accuracy goes higher, we compute test accuracy\n        test_run = False\n        if val_accuracy > max_val_accuracy:\n            best_epoch = epoch\n            max_val_accuracy = val_accuracy\n\n            trainer.save_checkpoint(os.path.join(output_model_folder, \"model_{}\".format(best_epoch)))\n\n            test_run = True\n            test_accuracy = 0\n            while test_data_reader.has_more():\n                images, labels, current_batch_size = test_data_reader.next_minibatch(minibatch_size)\n                test_accuracy += trainer.test_minibatch({input_var : images, label_var : labels}) * current_batch_size\n            \n            test_accuracy /= test_data_reader.size()\n            test_accuracy = 1.0 - test_accuracy\n            final_test_accuracy = test_accuracy\n            if final_test_accuracy > best_test_accuracy: \n                best_test_accuracy = final_test_accuracy\n \n        logging.info(\"Epoch {}: took {:.3f}s\".format(epoch, time.time() - start_time))\n        logging.info(\"  training loss:\\t{:e}\".format(training_loss))\n        logging.info(\"  training accuracy:\\t\\t{:.2f} %\".format(training_accuracy * 100))\n        logging.info(\"  validation accuracy:\\t\\t{:.2f} %\".format(val_accuracy * 100))\n        if test_run:\n            logging.info(\"  test accuracy:\\t\\t{:.2f} %\".format(test_accuracy * 100))\n            \n        epoch += 1\n\n    logging.info(\"\")\n    logging.info(\"Best validation accuracy:\\t\\t{:.2f} %, epoch {}\".format(max_val_accuracy * 100, best_epoch))\n    logging.info(\"Test accuracy corresponding to best validation:\\t\\t{:.2f} %\".format(final_test_accuracy * 100))\n    logging.info(\"Best test accuracy:\\t\\t{:.2f} %\".format(best_test_accuracy * 100))\n    \nif __name__ == \"__main__\":\n    parser = argparse.ArgumentParser()\n    parser.add_argument(\"-d\", \n                        \"--base_folder\", \n                        type = str, \n                        help = \"Base folder containing the training, validation and testing data.\", \n                        required = True)\n    parser.add_argument(\"-m\", \n                        \"--training_mode\", \n                        type = str,\n                        default='majority',\n                        help = \"Specify the training mode: majority, probability, crossentropy or multi_target.\")\n\n    args = parser.parse_args()\n    main(args.base_folder, args.training_mode)"
  }
]