Full Code of dongyp13/Translation-Invariant-Attacks for AI

Repository: dongyp13/Translation-Invariant-Attacks
Branch: master
Commit: c3ae1ba061ff
Files: 40
Total size: 641.2 KB

Directory structure:
gitextract_blf6ykcn/

├── LICENSE
├── README.md
├── attack_iter.py
├── attack_vgg16_mim.py
├── dataset/
│   ├── README.md
│   ├── dev_dataset.csv
│   └── download_images.py
├── metadata.json
├── nets/
│   ├── __init__.py
│   ├── alexnet.py
│   ├── alexnet_test.py
│   ├── cifarnet.py
│   ├── inception.py
│   ├── inception_resnet_v2.py
│   ├── inception_resnet_v2_test.py
│   ├── inception_utils.py
│   ├── inception_v1.py
│   ├── inception_v1_test.py
│   ├── inception_v2.py
│   ├── inception_v2_test.py
│   ├── inception_v3.py
│   ├── inception_v3_test.py
│   ├── inception_v4.py
│   ├── inception_v4_test.py
│   ├── lenet.py
│   ├── mobilenet_v1.md
│   ├── mobilenet_v1.py
│   ├── mobilenet_v1_test.py
│   ├── nets_factory.py
│   ├── nets_factory_test.py
│   ├── overfeat.py
│   ├── overfeat_test.py
│   ├── resnet_utils.py
│   ├── resnet_v1.py
│   ├── resnet_v1_test.py
│   ├── resnet_v2.py
│   ├── resnet_v2_test.py
│   ├── vgg.py
│   └── vgg_test.py
└── run_attack.sh

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FILE: LICENSE
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================================================
FILE: README.md
================================================
# Translation-Invariant Attacks

## Introduction
This repository contains the code for [Evading Defenses to Transferable Adversarial Examples by Translation-Invariant Attacks](https://arxiv.org/pdf/1904.02884.pdf) (CVPR 2019 Oral).

## Method
We proposed a translation-invariant (TI) attack method to generate more transferable adversarial examples. This method is implemented by convolving the gradient with a pre-defined kernel in each attack iteration, and can be integrated into any gradient-based attack method. 

## Run the code
First download the [models](#Models). You can also use other models by changing the model definition part in the code.
Then run the following command
```
bash run_attack.sh input_dir output_dir 16
```
where original images are stored in ``input_dir`` with ``.png`` format, and the generated adversarial images are saved in ``output_dir``.
We used the Python 2.7 and Tensorflow 1.12 versions. 

## Results

We consider eight SOTA defense models on ImageNet:

* Inc-v3<sub>ens3</sub>, Inc-v3<sub>ens4</sub>, IncRes-v2<sub>ens</sub> trained by [Ensemble Adversarial Training](https://arxiv.org/abs/1705.07204);
* [High-level representation guided denoiser](https://arxiv.org/abs/1712.02976) (HGD, top-1 submission in the NIPS 2017 defense competition);
* [Input transformation through random resizing and padding](https://arxiv.org/abs/1711.01991) (R&P, rank-2 submission in the NIPS 2017 defense competition);
* [Input transformation through JPEG compression or total variance minimization (TVM)](https://openreview.net/pdf?id=SyJ7ClWCb);
* [Rank-3 submission in the NIPS 2017 defense competition (NIPS-r3)](https://github.com/anlthms/nips-2017/tree/master/mmd);

We attacked these models by the [fast gradient sign method](https://arxiv.org/abs/1412.6572) (FGSM), [momentum iterative fast gradient sign method](https://arxiv.org/abs/1710.06081) (MI-FGSM), [diverse input method](https://arxiv.org/abs/1803.06978) (DIM), and their translation-invariant versions as TI-FGSM, TI-MI-FGSM, and TI-DIM. We generated adversarial examples for the ensemble of Inception V3, Inception V4, Inception ResNet V2, and ResNet V2 152 with epsilon 16. The success rates against the eight defenses are:

<img src="https://github.com/dongyp13/Translation-Invariant-Attacks/blob/master/results.png">

### Citation
If you use our method for attacks in your research, please consider citing

    @inproceedings{dong2019evading,
      title={Evading Defenses to Transferable Adversarial Examples by Translation-Invariant Attacks},
      author={Dong, Yinpeng and Pang, Tianyu and Su, Hang and Zhu, Jun},
      booktitle={Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition},
      year={2019}
    }

## Implementation

### Models
The models can be downloaded at [Inception V3](http://ml.cs.tsinghua.edu.cn/~yinpeng/downloads/inception_v3.ckpt), [Inception V4](http://ml.cs.tsinghua.edu.cn/~yinpeng/downloads/inception_v4.ckpt), [Inception ResNet V2](http://ml.cs.tsinghua.edu.cn/~yinpeng/downloads/inception_resnet_v2_2016_08_30.ckpt), and [ResNet V2 152](http://ml.cs.tsinghua.edu.cn/~yinpeng/downloads/resnet_v2_152.ckpt).

If you want to attack other models, you can replace the model definition part to your own models.

### Hyper-parameters
* For TI-FGSM, set ``num_iter=1``, ``momentum=0.0``, ``prob=0.0``;
* For TI-MI-FGSM, set ``num_iter=10``, ``momentum=1.0``, ``prob=0.0``;
* For TI-DIM, set ``num_iter=10``, ``momentum=1.0``, ``prob=0.7``;


================================================
FILE: attack_iter.py
================================================
"""Implementation of sample attack."""

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

import os
import time
start_time = time.time()

import numpy as np
from scipy.misc import imread
from scipy.misc import imsave
from scipy.misc import imresize

import tensorflow as tf

from nets import inception_v3, inception_v4, inception_resnet_v2, resnet_v2

slim = tf.contrib.slim


tf.flags.DEFINE_string('master', '', 'The address of the TensorFlow master to use.')

tf.flags.DEFINE_string('checkpoint_path_inception_v3', '', 'Path to checkpoint for inception network.')

tf.flags.DEFINE_string('checkpoint_path_inception_v4', '', 'Path to checkpoint for inception network.')

tf.flags.DEFINE_string('checkpoint_path_inception_resnet_v2', '', 'Path to checkpoint for inception network.')

tf.flags.DEFINE_string('checkpoint_path_resnet', '', 'Path to checkpoint for inception network.')

tf.flags.DEFINE_string('input_dir', '', 'Input directory with images.')

tf.flags.DEFINE_string('output_dir', '', 'Output directory with images.')

tf.flags.DEFINE_float('max_epsilon', 32.0, 'Maximum size of adversarial perturbation.')

tf.flags.DEFINE_integer('num_iter', 10, 'Number of iterations.')

tf.flags.DEFINE_integer('image_width', 299, 'Width of each input images.')

tf.flags.DEFINE_integer('image_height', 299, 'Height of each input images.')

tf.flags.DEFINE_integer('image_resize', 330, 'Height of each input images.')

tf.flags.DEFINE_integer('batch_size', 10, 'How many images process at one time.')

tf.flags.DEFINE_float('momentum', 1.0, 'Momentum.')

tf.flags.DEFINE_float('prob', 0.4, 'probability of using diverse inputs.')

FLAGS = tf.flags.FLAGS

def gkern(kernlen=21, nsig=3):
  """Returns a 2D Gaussian kernel array."""
  import scipy.stats as st

  x = np.linspace(-nsig, nsig, kernlen)
  kern1d = st.norm.pdf(x)
  kernel_raw = np.outer(kern1d, kern1d)
  kernel = kernel_raw / kernel_raw.sum()
  return kernel

kernel = gkern(15, 3).astype(np.float32)
stack_kernel = np.stack([kernel, kernel, kernel]).swapaxes(2, 0)
stack_kernel = np.expand_dims(stack_kernel, 3)

def load_images(input_dir, batch_shape):
    """Read png images from input directory in batches.

    Args:
        input_dir: input directory
        batch_shape: shape of minibatch array, i.e. [batch_size, height, width, 3]

    Yields:
        filenames: list file names without path of each image
            Lenght of this list could be less than batch_size, in this case only
            first few images of the result are elements of the minibatch.
        images: array with all images from this batch
    """
    images = np.zeros(batch_shape)
    filenames = []
    idx = 0
    batch_size = batch_shape[0]
    for filepath in tf.gfile.Glob(os.path.join(input_dir, '*.png')):
        with tf.gfile.Open(filepath) as f:
            image = imresize(imread(f, mode='RGB'), [FLAGS.image_height, FLAGS.image_width]).astype(np.float) / 255.0
        # Images for inception classifier are normalized to be in [-1, 1] interval.
        images[idx, :, :, :] = image * 2.0 - 1.0
        filenames.append(os.path.basename(filepath))
        idx += 1
        if idx == batch_size:
            yield filenames, images
            filenames = []
            images = np.zeros(batch_shape)
            idx = 0
    if idx > 0:
        yield filenames, images


def save_images(images, filenames, output_dir):
    """Saves images to the output directory.

    Args:
        images: array with minibatch of images
        filenames: list of filenames without path
            If number of file names in this list less than number of images in
            the minibatch then only first len(filenames) images will be saved.
        output_dir: directory where to save images
    """
    for i, filename in enumerate(filenames):
        # Images for inception classifier are normalized to be in [-1, 1] interval,
        # so rescale them back to [0, 1].
        with tf.gfile.Open(os.path.join(output_dir, filename), 'w') as f:
            imsave(f, (images[i, :, :, :] + 1.0) * 0.5, format='png')


def graph(x, y, i, x_max, x_min, grad):
    eps = 2.0 * FLAGS.max_epsilon / 255.0
    num_iter = FLAGS.num_iter
    alpha = eps / num_iter
    momentum = FLAGS.momentum
    num_classes = 1001

    # should keep original x here for output

    with slim.arg_scope(inception_v3.inception_v3_arg_scope()):
        logits_v3, end_points_v3 = inception_v3.inception_v3(
            input_diversity(x), num_classes=num_classes, is_training=False)

    with slim.arg_scope(inception_v4.inception_v4_arg_scope()):
        logits_v4, end_points_v4 = inception_v4.inception_v4(
            input_diversity(x), num_classes=num_classes, is_training=False)

    with slim.arg_scope(inception_resnet_v2.inception_resnet_v2_arg_scope()):
        logits_res_v2, end_points_res_v2 = inception_resnet_v2.inception_resnet_v2(
            input_diversity(x), num_classes=num_classes, is_training=False, reuse=True)

    with slim.arg_scope(resnet_v2.resnet_arg_scope()):
        logits_resnet, end_points_resnet = resnet_v2.resnet_v2_152(
            input_diversity(x), num_classes=num_classes, is_training=False)

    logits = (logits_v3 + logits_v4 + logits_res_v2 + logits_resnet) / 4
    auxlogits = (end_points_v3['AuxLogits'] + end_points_v4['AuxLogits'] + end_points_res_v2['AuxLogits']) / 3
    cross_entropy = tf.losses.softmax_cross_entropy(y,
                                                    logits,
                                                    label_smoothing=0.0,
                                                    weights=1.0)
    cross_entropy += tf.losses.softmax_cross_entropy(y,
                                                     auxlogits,
                                                     label_smoothing=0.0,
                                                     weights=0.4)
    noise = tf.gradients(cross_entropy, x)[0]
    noise = tf.nn.depthwise_conv2d(noise, stack_kernel, strides=[1, 1, 1, 1], padding='SAME')
    noise = noise / tf.reduce_mean(tf.abs(noise), [1, 2, 3], keep_dims=True)
    noise = momentum * grad + noise
    x = x + alpha * tf.sign(noise)
    x = tf.clip_by_value(x, x_min, x_max)
    i = tf.add(i, 1)
    return x, y, i, x_max, x_min, noise


def stop(x, y, i, x_max, x_min, grad):
    num_iter = FLAGS.num_iter
    return tf.less(i, num_iter)


def input_diversity(input_tensor):
    
    rnd = tf.random_uniform((), FLAGS.image_width, FLAGS.image_resize, dtype=tf.int32)
    rescaled = tf.image.resize_images(input_tensor, [rnd, rnd], method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)
    h_rem = FLAGS.image_resize - rnd
    w_rem = FLAGS.image_resize - rnd
    pad_top = tf.random_uniform((), 0, h_rem, dtype=tf.int32)
    pad_bottom = h_rem - pad_top
    pad_left = tf.random_uniform((), 0, w_rem, dtype=tf.int32)
    pad_right = w_rem - pad_left
    padded = tf.pad(rescaled, [[0, 0], [pad_top, pad_bottom], [pad_left, pad_right], [0, 0]], constant_values=0.)
    padded.set_shape((input_tensor.shape[0], FLAGS.image_resize, FLAGS.image_resize, 3))
    return tf.cond(tf.random_uniform(shape=[1])[0] < tf.constant(FLAGS.prob), lambda: padded, lambda: input_tensor)


def main(_):
    # Images for inception classifier are normalized to be in [-1, 1] interval,
    # eps is a difference between pixels so it should be in [0, 2] interval.
    # Renormalizing epsilon from [0, 255] to [0, 2].
    eps = 2.0 * FLAGS.max_epsilon / 255.0
    num_classes = 1001
    batch_shape = [FLAGS.batch_size, FLAGS.image_height, FLAGS.image_width, 3]

    tf.logging.set_verbosity(tf.logging.INFO)

    print(time.time() - start_time)

    with tf.Graph().as_default():
        # Prepare graph
        x_input = tf.placeholder(tf.float32, shape=batch_shape)
        x_max = tf.clip_by_value(x_input + eps, -1.0, 1.0)
        x_min = tf.clip_by_value(x_input - eps, -1.0, 1.0)

        with slim.arg_scope(inception_resnet_v2.inception_resnet_v2_arg_scope()):
            _, end_points = inception_resnet_v2.inception_resnet_v2(
                x_input, num_classes=num_classes, is_training=False)

        predicted_labels = tf.argmax(end_points['Predictions'], 1)
        y = tf.one_hot(predicted_labels, num_classes)

        i = tf.constant(0)
        grad = tf.zeros(shape=batch_shape)
        x_adv, _, _, _, _, _ = tf.while_loop(stop, graph, [x_input, y, i, x_max, x_min, grad])

        # Run computation
        s1 = tf.train.Saver(slim.get_model_variables(scope='InceptionV3'))
        s5 = tf.train.Saver(slim.get_model_variables(scope='InceptionV4'))
        s6 = tf.train.Saver(slim.get_model_variables(scope='InceptionResnetV2'))
        s8 = tf.train.Saver(slim.get_model_variables(scope='resnet_v2'))

        with tf.Session() as sess:
            s1.restore(sess, FLAGS.checkpoint_path_inception_v3)
            s5.restore(sess, FLAGS.checkpoint_path_inception_v4)
            s6.restore(sess, FLAGS.checkpoint_path_inception_resnet_v2)
            s8.restore(sess, FLAGS.checkpoint_path_resnet)
            print(time.time() - start_time)

            for filenames, images in load_images(FLAGS.input_dir, batch_shape):
                adv_images = sess.run(x_adv, feed_dict={x_input: images})
                save_images(adv_images, filenames, FLAGS.output_dir)

        print(time.time() - start_time)


if __name__ == '__main__':
    tf.app.run()


================================================
FILE: attack_vgg16_mim.py
================================================
"""Implementation of sample attack."""

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

import os
import time

import numpy as np
from scipy.misc import imread
from scipy.misc import imsave, imresize

import tensorflow as tf
from nets import vgg

slim = tf.contrib.slim

_R_MEAN = 123.68
_G_MEAN = 116.78
_B_MEAN = 103.94


tf.flags.DEFINE_string(
    'master', '', 'The address of the TensorFlow master to use.')

tf.flags.DEFINE_string(
    'checkpoint_path_vgg', '', 'Path to checkpoint for inception network.')

tf.flags.DEFINE_string(
    'input_dir', '', 'Input directory with images.')

tf.flags.DEFINE_string(
    'output_dir', '', 'Output directory with images.')

tf.flags.DEFINE_float(
    'max_epsilon', 16.0, 'Maximum size of adversarial perturbation.')

tf.flags.DEFINE_integer(
    'num_iter', 10, 'Number of iterations.')

tf.flags.DEFINE_integer(
    'image_width', 224, 'Width of each input images.')

tf.flags.DEFINE_integer(
    'image_height', 224, 'Height of each input images.')

tf.flags.DEFINE_integer(
    'batch_size', 16, 'How many images process at one time.')

tf.flags.DEFINE_float(
    'momentum', 0.0, 'Momentum.')

FLAGS = tf.flags.FLAGS

def gkern(kernlen=21, nsig=3):
  """Returns a 2D Gaussian kernel array."""
  import scipy.stats as st

  x = np.linspace(-nsig, nsig, kernlen)
  kern1d = st.norm.pdf(x)
  kernel_raw = np.outer(kern1d, kern1d)
  kernel = kernel_raw / kernel_raw.sum()
  return kernel

kernel = gkern(15, 3).astype(np.float32)
stack_kernel = np.stack([kernel, kernel, kernel]).swapaxes(2, 0)
stack_kernel = np.expand_dims(stack_kernel, 3)



def load_images(input_dir, batch_shape):
  """Read png images from input directory in batches.

  Args:
    input_dir: input directory
    batch_shape: shape of minibatch array, i.e. [batch_size, height, width, 3]

  Yields:
    filenames: list file names without path of each image
      Lenght of this list could be less than batch_size, in this case only
      first few images of the result are elements of the minibatch.
    images: array with all images from this batch
  """
  images = np.zeros(batch_shape)
  filenames = []
  idx = 0
  batch_size = batch_shape[0]
  for filepath in tf.gfile.Glob(os.path.join(input_dir, '*.png')):
    with tf.gfile.Open(filepath) as f:
      image = imread(f, mode='RGB')
    image = imresize(image, [FLAGS.image_height, FLAGS.image_width]).astype(np.float)
    image[:,:,0] -= _R_MEAN
    image[:,:,1] -= _G_MEAN
    image[:,:,2] -= _B_MEAN
    images[idx, :, :, :] = image
    filenames.append(os.path.basename(filepath))
    idx += 1
    if idx == batch_size:
      yield filenames, images
      filenames = []
      images = np.zeros(batch_shape)
      idx = 0
  if idx > 0:
    yield filenames, images


def save_images(images, filenames, output_dir):
  """Saves images to the output directory.

  Args:
    images: array with minibatch of images
    filenames: list of filenames without path
      If number of file names in this list less than number of images in
      the minibatch then only first len(filenames) images will be saved.
    output_dir: directory where to save images
  """
  for i, filename in enumerate(filenames):
    # Images for inception classifier are normalized to be in [-1, 1] interval,
    # so rescale them back to [0, 1].
    with tf.gfile.Open(os.path.join(output_dir, filename), 'w') as f:
      image = images[i, :, :, :]
      image[:,:,0] += _R_MEAN
      image[:,:,1] += _G_MEAN
      image[:,:,2] += _B_MEAN
      image = imresize(image, [299, 299])
      imsave(f, image, format='png')


def graph(x, y, i, x_max, x_min, grad):
  eps = FLAGS.max_epsilon
  num_iter = FLAGS.num_iter
  alpha = eps / num_iter
  momentum = FLAGS.momentum
  num_classes = 1000

  with slim.arg_scope(vgg.vgg_arg_scope()):
      logits, end_points = vgg.vgg_16(
          x, num_classes=num_classes, is_training=False)
            
  pred = tf.argmax(logits, 1)

  first_round = tf.cast(tf.equal(i, 0), tf.int64)
  y = first_round * pred + (1 - first_round) * y
  one_hot = tf.one_hot(y, num_classes)

  cross_entropy = tf.losses.softmax_cross_entropy(one_hot,
                                                  logits,
                                                  label_smoothing=0.0,
                                                  weights=1.0)
  noise = tf.gradients(cross_entropy, x)[0]
  noise = tf.nn.depthwise_conv2d(noise, stack_kernel, strides=[1, 1, 1, 1], padding='SAME')
  noise = noise / tf.reduce_mean(tf.abs(noise), [1,2,3], keep_dims=True)
  noise = momentum * grad + noise
  x = x + alpha * tf.sign(noise)
  x = tf.clip_by_value(x, x_min, x_max)
  i = tf.add(i, 1)
  return x, y, i, x_max, x_min, noise

def stop(x, y, i, x_max, x_min, grad):
  num_iter = FLAGS.num_iter
  return tf.less(i, num_iter)


def main(_):
  # Images for inception classifier are normalized to be in [-1, 1] interval,
  # eps is a difference between pixels so it should be in [0, 2] interval.
  # Renormalizing epsilon from [0, 255] to [0, 2].
  start_time = time.time()

  eps = FLAGS.max_epsilon

  batch_shape = [FLAGS.batch_size, FLAGS.image_height, FLAGS.image_width, 3]

  tf.logging.set_verbosity(tf.logging.INFO)

  with tf.Graph().as_default():
    # Prepare graph
    x_input = tf.placeholder(tf.float32, shape=batch_shape)
    x_max = x_input + eps
    x_min = x_input - eps

    y = tf.constant(np.zeros([FLAGS.batch_size]), tf.int64)
    i = tf.constant(0)
    grad = tf.zeros(shape=batch_shape)
    x_adv, _, _, _, _, _ = tf.while_loop(stop, graph, [x_input, y, i, x_max, x_min, grad])

    # Run computation
    s1 = tf.train.Saver(slim.get_model_variables())

    print('Building Graph Done', time.time() - start_time)

    with tf.Session() as sess:
      s1.restore(sess, FLAGS.checkpoint_path_vgg)

      print('Load Parameters Done', time.time() - start_time)
      tot_images = 0

      for filenames, images in load_images(FLAGS.input_dir, batch_shape):
        adv_images = sess.run(x_adv, feed_dict={x_input: images})
        save_images(adv_images, filenames, FLAGS.output_dir)

        tot_images += len(filenames)
        print(tot_images, time.time() - start_time)

  print(time.time() - start_time)


if __name__ == '__main__':
  tf.app.run()


================================================
FILE: dataset/README.md
================================================

# Dataset for adversarial competition.

Two datasets will be used for the competition:

* **DEV** dataset which is available here for development and experimenting.
* **TEST** dataset which will be kept secret until after the competition
  and will be used for final scoring.

Both datasets are composed from publicly available images which were posted
online under CC-BY license.

## Dataset format

DEV dataset is defined by `dev_dataset.csv`
which contains URLs of the images along with bounding boxes
and classification labels.

`dev_dataset.csv` is a table in
[CSV](https://en.wikipedia.org/wiki/Comma-separated_values)
format with the following columns:

* **ImageId** - id of the image.
* **URL** - URL of the image.
* **x1**, **y1**, **x2**, **y2** - bounding box of the area of interest in
  the image. Bounding box is relative, which means that all coordinates are
  between 0 and 1.
* **TrueLabel** - true label of the image.
* **TargetClass** - label for targeted adversarial attack.
* **OriginalLandingURL** - original landing page where this image was found.
* **License** - licence under which image was distributed by author.
* **Author** - author of the image.
* **AuthorProfileURL** - URL of the author's profile.

Dataset is labelled with
[ImageNet](http://www.image-net.org/challenges/LSVRC/2012/) labels.
Specific values of labels are compatible with pre-trained Inception models,
which are available as a part of
[TF-Slim](https://github.com/tensorflow/models/tree/master/slim).
In particular pre-trained Inception v3 and InceptionResnet v2 could be used
to classify dataset with high accuracy.

## Downloading images

`dev_dataset.csv` contains only URLs of the images.
Actual images have to be downloaded before being used for experiments.

`download_images.py` is a Python program which downloads images for all
records in `dev_dataset.csv`. Usage:

```
# Replace CSV_FILE with path to dev_dataset.csv
CSV_FILE=dev_dataset.csv
# Replace OUTPUT_DIR with path to directory where all images should be stored
OUTPUT_DIR=images
# Download images
python download_images.py --input_file=${CSV_FILE} --output_dir=${OUTPUT_DIR}
```

All downloaded images will be cropped according to the bounding boxes in
`dev_dataset.csv` and resized to 299x299 pixels.
Each image will be saved in PNG format with filename `IMAGE_ID.png`
where `IMAGE_ID` is the id of the image from `dev_dataset.csv`.


================================================
FILE: dataset/dev_dataset.csv
================================================
ImageId,URL,x1,y1,x2,y2,TrueLabel,TargetClass,OriginalLandingURL,License,Author,AuthorProfileURL
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73a52afd2f818ed5,https://c1.staticflickr.com/6/5607/31066602702_382b13646e_o.jpg,0.489195231,0,1,0.75,439,696,https://www.flickr.com/photos/chemiebw/31066602702/,https://creativecommons.org/licenses/by/2.0/,Chemie-Verb\303\244nde Baden-W\303\274rttemberg,https://www.flickr.com/people/chemiebw/
58f0fd17c4a0e25a,https://c1.staticflickr.com/9/8262/29250758112_3147698dd2_o.jpg,0,0,0.5625,0.75,991,100,https://www.flickr.com/photos/zongo/29250758112,https://creativecommons.org/licenses/by/2.0/,DAVID HOLT,https://www.flickr.com/people/zongo/
90e11aa7c36c64f2,https://c1.staticflickr.com/8/7528/26850127330_56022d63f7_o.jpg,0,0.25,0.5625,1,950,1,https://www.flickr.com/photos/cogdog/26850127330,https://creativecommons.org/licenses/by/2.0/,Alan Levine,https://www.flickr.com/people/cogdog/
696f0f6bea562bf8,https://c1.staticflickr.com/6/5605/30947139580_468ba7e513_o.jpg,0,0,0.5,0.75,854,267,https://www.flickr.com/photos/jamesbradley/30947139580/,https://creativecommons.org/licenses/by/2.0/,Fr James Bradley,https://www.flickr.com/people/jamesbradley/
df58f94361c6d105,https://c1.staticflickr.com/8/7248/27047266920_8363816754_o.jpg,0.200627477,0,0.601882431,0.75,610,13,https://www.flickr.com/photos/roberthaandrikman/27047266920,https://creativecommons.org/licenses/by/2.0/,Robert Haandrikman,https://www.flickr.com/people/roberthaandrikman/
1394faa319bd353c,https://c1.staticflickr.com/1/542/31667350163_b6906e0d48_o.jpg,0.333333333,0,1,1,610,507,https://www.flickr.com/photos/landrovermena/31667350163,https://creativecommons.org/licenses/by/2.0/,Land Rover MENA,https://www.flickr.com/people/landrovermena/
6cae4a23623d142b,https://c1.staticflickr.com/8/7404/27305101801_5b422e51fe_o.jpg,0.28125,0,0.84375,0.75,583,440,https://flickr.com/39309480@N05/27305101801,https://creativecommons.org/licenses/by/2.0/,Embajada de EEUU en la Argentina,https://www.flickr.com/people/embajadaeeuubuenosaires/
d02adcb9140880a1,https://c1.staticflickr.com/1/404/31746323273_467fb30873_o.jpg,0,0,0.714503817,1,916,783,https://www.flickr.com/photos/ruthanddave/31746323273/,https://creativecommons.org/licenses/by/2.0/,Ruth Hartnup,https://www.flickr.com/people/ruthanddave/
71080285ad6cb4e9,https://c1.staticflickr.com/9/8444/29355103331_45d4b77595_o.jpg,0,0.25,0.75,1,456,478,https://www.flickr.com/photos/themarmot/29355103331,https://creativecommons.org/licenses/by/2.0/,The Marmot,https://www.flickr.com/people/themarmot/
137ab6ca314e9e35,https://c1.staticflickr.com/9/8681/28102039640_11703a03f5_o.jpg,0,0.311985173,0.75,0.935955519,620,556,https://www.flickr.com/photos/130468093@N03/28102039640,https://creativecommons.org/licenses/by/2.0/,~ladyyoruichi~,https://www.flickr.com/people/130468093@N03/
c819099fed6f0d73,https://c1.staticflickr.com/1/126/31638424475_3b36f926b1_o.jpg,0.329912023,0,0.98973607,1,962,777,https://www.flickr.com/photos/djackmanson/31638424475,https://creativecommons.org/licenses/by/2.0/,David Jackmanson,https://www.flickr.com/people/djackmanson/
4b384c8247b56c0a,https://c1.staticflickr.com/9/8526/28626152335_955398ef80_o.jpg,0,0.25,0.5,1,542,925,https://www.flickr.com/photos/virtualpainter/28626152335,https://creativecommons.org/licenses/by/2.0/,Taka Umemura,https://www.flickr.com/people/virtualpainter/
62ebd5f7ce015380,https://c1.staticflickr.com/9/8832/28846755931_9e77600319_o.jpg,0,0,0.66226138,1,631,692,https://www.flickr.com/photos/spera-designerschuhe/28846755931,https://creativecommons.org/licenses/by/2.0/,"SPERA.de Designerschuhe, Taschen und Accessoires",https://www.flickr.com/people/spera-designerschuhe/
f24817d66024dfb6,https://c1.staticflickr.com/8/7286/28064769996_6bf78b5810_o.jpg,0,0,0.5,0.75,742,740,https://www.flickr.com/photos/jdlasica/28064769996,https://creativecommons.org/licenses/by/2.0/,JD Lasica,https://www.flickr.com/people/jdlasica/
1b57d7bbd673c771,https://c1.staticflickr.com/9/8024/29035810873_9be68318c4_o.jpg,0.5,0.25,1,1,423,927,https://www.flickr.com/photos/fotosagenciabrasil/29035810873/,https://creativecommons.org/licenses/by/2.0/,Ag\303\252ncia Brasil Fotografias,https://www.flickr.com/people/fotosagenciabrasil/
a2de1f4f2c1021fa,https://c1.staticflickr.com/9/8598/29005552090_ee38f841ac_o.jpg,0.25,0.25,1,1,456,185,https://www.flickr.com/photos/sillygwailo/29005552090/,https://creativecommons.org/licenses/by/2.0/,Richard Eriksson,https://www.flickr.com/people/sillygwailo/
3e7b01ba495f15f9,https://c1.staticflickr.com/8/7366/26897189910_049b6377e0_o.jpg,0,0,0.75,0.601503759,708,410,https://www.flickr.com/photos/darioalvarez/26897189910,https://creativecommons.org/licenses/by/2.0/,Dario Alvarez,https://www.flickr.com/people/darioalvarez/
1a264165276e3c85,https://c1.staticflickr.com/8/7327/27500591886_a1b257229e_o.jpg,0.5,0,1,0.75,855,759,https://www.flickr.com/photos/presidentialoffice/27500591886,https://creativecommons.org/licenses/by/2.0/,\347\270\275\347\265\261\345\272\234,https://www.flickr.com/people/presidentialoffice/
bc9a5e01c02e759e,https://c1.staticflickr.com/8/7575/27719847416_e231168ac1_o.jpg,0,0.28125,0.75,0.84375,923,18,https://www.flickr.com/photos/jimg944/27719847416/,https://creativecommons.org/licenses/by/2.0/,Jim G,https://www.flickr.com/people/jimg944/
01bdc0cfe670f708,https://c1.staticflickr.com/1/457/31837933011_3e57f56dc9_o.jpg,0,0,0.5,0.75,472,541,https://www.flickr.com/photos/quinet/31837933011,https://creativecommons.org/licenses/by/2.0/,Thomas Quine,https://www.flickr.com/people/quinet/
6af829a442e2e0e7,https://c1.staticflickr.com/6/5827/30663702381_910aca914a_o.jpg,0.25,0,1,1,130,231,https://www.flickr.com/photos/rusty_clark/30663702381,https://creativecommons.org/licenses/by/2.0/,Rusty Clark ~ 100K Photos,https://www.flickr.com/people/rusty_clark/
493694833dc23399,https://c1.staticflickr.com/1/691/33087466756_27fcc6e909_o.jpg,0.25,0.25,0.75,1,538,835,https://www.flickr.com/photos/denalinps/33087466756/,https://creativecommons.org/licenses/by/2.0/,Denali National Park and Preserve,https://www.flickr.com/people/denalinps/
6ac94c9244f84aa3,https://c1.staticflickr.com/9/8887/27621832723_abe5df1bf6_o.jpg,0.28125,0,0.84375,0.75,673,336,https://www.flickr.com/photos/sedoglia/27621832723,https://creativecommons.org/licenses/by/2.0/,Sergio,https://www.flickr.com/people/sedoglia/
7529b42e71769777,https://c1.staticflickr.com/6/5573/30447660301_21f03bc832_o.jpg,0.28125,0,0.84375,0.75,477,618,https://www.flickr.com/photos/archiefalkmaar/30447660301/,https://creativecommons.org/licenses/by/2.0/,Regionaal Archief Alkmaar,https://www.flickr.com/people/archiefalkmaar/
d204464fcf15ad99,https://c1.staticflickr.com/9/8735/28293562656_b6754b6f76_o.jpg,0.25,0.249079529,1,0.747238586,300,269,https://www.flickr.com/photos/zigazou76/28293562656,https://creativecommons.org/licenses/by/2.0/,Fr\303\251d\303\251ric BISSON,https://www.flickr.com/people/zigazou76/
7fd7ce3eb2bf9944,https://c1.staticflickr.com/8/7060/26682014410_e1ae9f3f68_o.jpg,0.25,0,1,1,100,113,https://www.flickr.com/photos/starr-environmental/26682014410/,https://creativecommons.org/licenses/by/2.0/,Forest and Kim Starr,https://www.flickr.com/people/starr-environmental/
303781188f1b3b27,https://c1.staticflickr.com/8/7196/27632686515_7c9e105ab4_o.jpg,0.578252033,0,1,0.75,477,339,https://www.flickr.com/photos/tomhilton/27632686515,https://creativecommons.org/licenses/by/2.0/,Tom Hilton,https://www.flickr.com/people/tomhilton/
67967c9db11151e0,https://c1.staticflickr.com/6/5699/30482545566_9bb69e3a2c_o.jpg,0.5,0.25,1,1,252,820,https://www.flickr.com/photos/blumenbiene/30482545566,https://creativecommons.org/licenses/by/2.0/,Maja Dumat,https://www.flickr.com/people/blumenbiene/
fa2a7d600b62174e,https://c1.staticflickr.com/9/8135/29796651083_af3421402e_o.jpg,0.25,0,1,0.729946524,521,572,https://www.flickr.com/photos/familymwr/29796651083,https://creativecommons.org/licenses/by/2.0/,U.S. Army,https://www.flickr.com/people/familymwr/
cd2d2889ef7ac51c,https://c1.staticflickr.com/8/7108/27445698401_622147f593_o.jpg,0,0,0.666666667,1,924,607,https://www.flickr.com/photos/janitors/27445698401,https://creativecommons.org/licenses/by/2.0/,K\304\201rlis Dambr\304\201ns,https://www.flickr.com/people/janitors/
11954d93a7051cb5,https://c1.staticflickr.com/9/8598/30096731475_f2050e80f0_o.jpg,0.5,0,1,0.75,23,503,https://www.flickr.com/photos/andymorffew/30096731475,https://creativecommons.org/licenses/by/2.0/,Andy  Morffew,https://www.flickr.com/people/andymorffew/
03f90f7138f761e8,https://c1.staticflickr.com/8/7358/27496838730_a300e17377_o.jpg,0.25,0.25,1,1,664,490,https://www.flickr.com/photos/pasa/27496838730,https://creativecommons.org/licenses/by/2.0/,Paul Sableman,https://www.flickr.com/people/pasa/
19935b1c0a4d305d,https://c1.staticflickr.com/8/7560/28230694205_599d4915f1_o.jpg,0.304216867,0,1,1,761,642,https://www.flickr.com/photos/lge/28230694205,https://creativecommons.org/licenses/by/2.0/,LG\354\240\204\354\236\220,https://www.flickr.com/people/lge/
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1a680f33500acb4b,https://c1.staticflickr.com/6/5623/30353092243_549ce05481_o.jpg,0,0,0.5625,0.75,932,73,https://www.flickr.com/photos/londonmatt/30353092243,https://creativecommons.org/licenses/by/2.0/,Matt Brown,https://www.flickr.com/people/londonmatt/
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