cifar10_corrupted

  • Description:

Cifar10Corrupted is a dataset generated by adding 15 common corruptions + 4 extra corruptions to the test images in the Cifar10 dataset. This dataset wraps the corrupted Cifar10 test images uploaded by the original authors.

Split Examples
'test' 10,000
  • Features:
FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
    'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=10),
})
@inproceedings{
  hendrycks2018benchmarking,
  title={Benchmarking Neural Network Robustness to Common Corruptions and Perturbations},
  author={Dan Hendrycks and Thomas Dietterich},
  booktitle={International Conference on Learning Representations},
  year={2019},
  url={https://openreview.net/forum?id=HJz6tiCqYm},
}

cifar10_corrupted/brightness_1 (default config)

  • Config description: Corruption method: brightness, severity level: 1

  • Visualization (tfds.show_examples):

Visualization

cifar10_corrupted/brightness_2

  • Config description: Corruption method: brightness, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/brightness_3

  • Config description: Corruption method: brightness, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/brightness_4

  • Config description: Corruption method: brightness, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/brightness_5

  • Config description: Corruption method: brightness, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/contrast_1

  • Config description: Corruption method: contrast, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/contrast_2

  • Config description: Corruption method: contrast, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/contrast_3

  • Config description: Corruption method: contrast, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/contrast_4

  • Config description: Corruption method: contrast, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/contrast_5

  • Config description: Corruption method: contrast, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/defocus_blur_1

  • Config description: Corruption method: defocus_blur, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/defocus_blur_2

  • Config description: Corruption method: defocus_blur, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/defocus_blur_3

  • Config description: Corruption method: defocus_blur, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/defocus_blur_4

  • Config description: Corruption method: defocus_blur, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/defocus_blur_5

  • Config description: Corruption method: defocus_blur, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/elastic_1

  • Config description: Corruption method: elastic, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/elastic_2

  • Config description: Corruption method: elastic, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/elastic_3

  • Config description: Corruption method: elastic, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/elastic_4

  • Config description: Corruption method: elastic, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/elastic_5

  • Config description: Corruption method: elastic, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/fog_1

  • Config description: Corruption method: fog, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/fog_2

  • Config description: Corruption method: fog, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/fog_3

  • Config description: Corruption method: fog, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/fog_4

  • Config description: Corruption method: fog, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/fog_5

  • Config description: Corruption method: fog, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frost_1

  • Config description: Corruption method: frost, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frost_2

  • Config description: Corruption method: frost, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frost_3

  • Config description: Corruption method: frost, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frost_4

  • Config description: Corruption method: frost, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frost_5

  • Config description: Corruption method: frost, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frosted_glass_blur_1

  • Config description: Corruption method: frosted_glass_blur, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frosted_glass_blur_2

  • Config description: Corruption method: frosted_glass_blur, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frosted_glass_blur_3

  • Config description: Corruption method: frosted_glass_blur, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frosted_glass_blur_4

  • Config description: Corruption method: frosted_glass_blur, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/frosted_glass_blur_5

  • Config description: Corruption method: frosted_glass_blur, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_blur_1

  • Config description: Corruption method: gaussian_blur, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_blur_2

  • Config description: Corruption method: gaussian_blur, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_blur_3

  • Config description: Corruption method: gaussian_blur, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_blur_4

  • Config description: Corruption method: gaussian_blur, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_blur_5

  • Config description: Corruption method: gaussian_blur, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_noise_1

  • Config description: Corruption method: gaussian_noise, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_noise_2

  • Config description: Corruption method: gaussian_noise, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_noise_3

  • Config description: Corruption method: gaussian_noise, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_noise_4

  • Config description: Corruption method: gaussian_noise, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/gaussian_noise_5

  • Config description: Corruption method: gaussian_noise, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/impulse_noise_1

  • Config description: Corruption method: impulse_noise, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/impulse_noise_2

  • Config description: Corruption method: impulse_noise, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/impulse_noise_3

  • Config description: Corruption method: impulse_noise, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/impulse_noise_4

  • Config description: Corruption method: impulse_noise, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/impulse_noise_5

  • Config description: Corruption method: impulse_noise, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/jpeg_compression_1

  • Config description: Corruption method: jpeg_compression, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/jpeg_compression_2

  • Config description: Corruption method: jpeg_compression, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/jpeg_compression_3

  • Config description: Corruption method: jpeg_compression, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/jpeg_compression_4

  • Config description: Corruption method: jpeg_compression, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/jpeg_compression_5

  • Config description: Corruption method: jpeg_compression, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/motion_blur_1

  • Config description: Corruption method: motion_blur, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/motion_blur_2

  • Config description: Corruption method: motion_blur, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/motion_blur_3

  • Config description: Corruption method: motion_blur, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/motion_blur_4

  • Config description: Corruption method: motion_blur, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/motion_blur_5

  • Config description: Corruption method: motion_blur, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/pixelate_1

  • Config description: Corruption method: pixelate, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/pixelate_2

  • Config description: Corruption method: pixelate, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/pixelate_3

  • Config description: Corruption method: pixelate, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/pixelate_4

  • Config description: Corruption method: pixelate, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/pixelate_5

  • Config description: Corruption method: pixelate, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/saturate_1

  • Config description: Corruption method: saturate, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/saturate_2

  • Config description: Corruption method: saturate, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/saturate_3

  • Config description: Corruption method: saturate, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/saturate_4

  • Config description: Corruption method: saturate, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/saturate_5

  • Config description: Corruption method: saturate, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/shot_noise_1

  • Config description: Corruption method: shot_noise, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/shot_noise_2

  • Config description: Corruption method: shot_noise, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/shot_noise_3

  • Config description: Corruption method: shot_noise, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/shot_noise_4

  • Config description: Corruption method: shot_noise, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/shot_noise_5

  • Config description: Corruption method: shot_noise, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/snow_1

  • Config description: Corruption method: snow, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/snow_2

  • Config description: Corruption method: snow, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/snow_3

  • Config description: Corruption method: snow, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/snow_4

  • Config description: Corruption method: snow, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/snow_5

  • Config description: Corruption method: snow, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/spatter_1

  • Config description: Corruption method: spatter, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/spatter_2

  • Config description: Corruption method: spatter, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/spatter_3

  • Config description: Corruption method: spatter, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/spatter_4

  • Config description: Corruption method: spatter, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/spatter_5

  • Config description: Corruption method: spatter, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/speckle_noise_1

  • Config description: Corruption method: speckle_noise, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/speckle_noise_2

  • Config description: Corruption method: speckle_noise, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/speckle_noise_3

  • Config description: Corruption method: speckle_noise, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/speckle_noise_4

  • Config description: Corruption method: speckle_noise, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/speckle_noise_5

  • Config description: Corruption method: speckle_noise, severity level: 5

  • Visualization (tfds.show_examples):

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cifar10_corrupted/zoom_blur_1

  • Config description: Corruption method: zoom_blur, severity level: 1

  • Visualization (tfds.show_examples):

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cifar10_corrupted/zoom_blur_2

  • Config description: Corruption method: zoom_blur, severity level: 2

  • Visualization (tfds.show_examples):

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cifar10_corrupted/zoom_blur_3

  • Config description: Corruption method: zoom_blur, severity level: 3

  • Visualization (tfds.show_examples):

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cifar10_corrupted/zoom_blur_4

  • Config description: Corruption method: zoom_blur, severity level: 4

  • Visualization (tfds.show_examples):

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cifar10_corrupted/zoom_blur_5

  • Config description: Corruption method: zoom_blur, severity level: 5

  • Visualization (tfds.show_examples):

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