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.

• Additional Documentation: Explore on Papers With Code

• Homepage: https://github.com/hendrycks/robustness

• Source code: tfds.image_classification.Cifar10Corrupted

• Versions:

  • 1.0.0 (default): New split API (https://tensorflow.org/datasets/splits)

• Download size: 2.72 GiB

• Auto-cached (documentation): Yes

• Splits:

Split	Examples
'test'	10,000

• Feature structure:

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=uint8),
    'label': ClassLabel(shape=(), dtype=int64, num_classes=10),
})

• Feature documentation:

Feature	Class	Shape	Dtype	Description
	FeaturesDict
image	Image	(32, 32, 3)	uint8
label	ClassLabel		int64

• Supervised keys (See as_supervised doc): ('image', 'label')

• Citation:

@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

• Dataset size: 21.89 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/brightness_2

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

• Dataset size: 21.90 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/brightness_3

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

• Dataset size: 21.85 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/brightness_4

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

• Dataset size: 21.75 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/brightness_5

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

• Dataset size: 21.37 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/contrast_1

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

• Dataset size: 20.41 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/contrast_2

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

• Dataset size: 18.29 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/contrast_3

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

• Dataset size: 17.18 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/contrast_4

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

• Dataset size: 15.75 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/contrast_5

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

• Dataset size: 12.56 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/defocus_blur_1

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

• Dataset size: 21.29 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/defocus_blur_2

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

• Dataset size: 20.45 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/defocus_blur_3

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

• Dataset size: 19.71 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/defocus_blur_4

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

• Dataset size: 19.19 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/defocus_blur_5

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

• Dataset size: 18.19 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/elastic_1

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

• Dataset size: 20.89 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/elastic_2

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

• Dataset size: 20.35 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/elastic_3

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

• Dataset size: 20.01 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/elastic_4

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

• Dataset size: 20.33 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/elastic_5

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

• Dataset size: 20.97 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/fog_1

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

• Dataset size: 21.12 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/fog_2

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

• Dataset size: 20.16 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/fog_3

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

• Dataset size: 19.61 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/fog_4

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

• Dataset size: 19.35 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/fog_5

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

• Dataset size: 19.21 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frost_1

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

• Dataset size: 22.46 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frost_2

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

• Dataset size: 22.44 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frost_3

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

• Dataset size: 22.82 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frost_4

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

• Dataset size: 23.02 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frost_5

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

• Dataset size: 23.39 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frosted_glass_blur_1

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

• Dataset size: 23.40 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frosted_glass_blur_2

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

• Dataset size: 23.12 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frosted_glass_blur_3

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

• Dataset size: 22.56 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frosted_glass_blur_4

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

• Dataset size: 23.11 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/frosted_glass_blur_5

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

• Dataset size: 22.84 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_blur_1

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

• Dataset size: 21.30 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_blur_2

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

• Dataset size: 19.73 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_blur_3

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

• Dataset size: 19.13 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_blur_4

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

• Dataset size: 18.63 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_blur_5

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

• Dataset size: 17.75 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_noise_1

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

• Dataset size: 25.38 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_noise_2

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

• Dataset size: 26.54 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_noise_3

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

• Dataset size: 27.54 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_noise_4

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

• Dataset size: 27.96 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/gaussian_noise_5

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

• Dataset size: 28.34 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/impulse_noise_1

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

• Dataset size: 22.63 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/impulse_noise_2

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

• Dataset size: 23.18 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/impulse_noise_3

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

• Dataset size: 23.64 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/impulse_noise_4

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

• Dataset size: 24.39 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/impulse_noise_5

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

• Dataset size: 24.98 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/jpeg_compression_1

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

• Dataset size: 22.39 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/jpeg_compression_2

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

• Dataset size: 22.06 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/jpeg_compression_3

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

• Dataset size: 21.92 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/jpeg_compression_4

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

• Dataset size: 21.73 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/jpeg_compression_5

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

• Dataset size: 21.42 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/motion_blur_1

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

• Dataset size: 20.55 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/motion_blur_2

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

• Dataset size: 19.90 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/motion_blur_3

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

• Dataset size: 19.39 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/motion_blur_4

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

• Dataset size: 19.39 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/motion_blur_5

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

• Dataset size: 18.96 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/pixelate_1

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

• Dataset size: 20.44 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/pixelate_2

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

• Dataset size: 18.92 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/pixelate_3

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

• Dataset size: 18.14 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/pixelate_4

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

• Dataset size: 15.69 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/pixelate_5

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

• Dataset size: 12.41 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/saturate_1

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

• Dataset size: 21.58 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/saturate_2

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

• Dataset size: 21.03 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/saturate_3

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

• Dataset size: 22.01 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/saturate_4

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

• Dataset size: 21.88 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/saturate_5

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

• Dataset size: 21.59 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/shot_noise_1

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

• Dataset size: 24.64 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/shot_noise_2

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

• Dataset size: 25.50 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/shot_noise_3

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

• Dataset size: 26.66 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/shot_noise_4

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

• Dataset size: 26.85 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/shot_noise_5

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

• Dataset size: 26.11 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/snow_1

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

• Dataset size: 22.65 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/snow_2

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

• Dataset size: 23.55 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/snow_3

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

• Dataset size: 23.28 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/snow_4

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

• Dataset size: 22.91 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/snow_5

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

• Dataset size: 22.40 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/spatter_1

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

• Dataset size: 22.59 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/spatter_2

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

• Dataset size: 23.31 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/spatter_3

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

• Dataset size: 23.97 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/spatter_4

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

• Dataset size: 22.80 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/spatter_5

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

• Dataset size: 23.44 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/speckle_noise_1

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

• Dataset size: 24.59 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/speckle_noise_2

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

• Dataset size: 25.85 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/speckle_noise_3

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

• Dataset size: 26.38 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/speckle_noise_4

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

• Dataset size: 27.28 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/speckle_noise_5

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

• Dataset size: 28.01 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/zoom_blur_1

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

• Dataset size: 20.14 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/zoom_blur_2

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

• Dataset size: 19.76 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/zoom_blur_3

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

• Dataset size: 19.45 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/zoom_blur_4

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

• Dataset size: 19.20 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):

cifar10_corrupted/zoom_blur_5

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

• Dataset size: 18.86 MiB

• Figure (tfds.show_examples):

• Examples (tfds.as_dataframe):