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cifar10_corrupted

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.

cifar10_corrupted is configured with tfds.image.cifar10_corrupted.Cifar10CorruptedConfig and has the following configurations predefined (defaults to the first one):

  • brightness_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: brightness, severity level: 1

  • brightness_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: brightness, severity level: 2

  • brightness_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: brightness, severity level: 3

  • brightness_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: brightness, severity level: 4

  • brightness_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: brightness, severity level: 5

  • contrast_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: contrast, severity level: 1

  • contrast_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: contrast, severity level: 2

  • contrast_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: contrast, severity level: 3

  • contrast_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: contrast, severity level: 4

  • contrast_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: contrast, severity level: 5

  • defocus_blur_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: defocus_blur, severity level: 1

  • defocus_blur_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: defocus_blur, severity level: 2

  • defocus_blur_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: defocus_blur, severity level: 3

  • defocus_blur_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: defocus_blur, severity level: 4

  • defocus_blur_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: defocus_blur, severity level: 5

  • elastic_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: elastic, severity level: 1

  • elastic_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: elastic, severity level: 2

  • elastic_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: elastic, severity level: 3

  • elastic_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: elastic, severity level: 4

  • elastic_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: elastic, severity level: 5

  • fog_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: fog, severity level: 1

  • fog_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: fog, severity level: 2

  • fog_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: fog, severity level: 3

  • fog_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: fog, severity level: 4

  • fog_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: fog, severity level: 5

  • frost_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: frost, severity level: 1

  • frost_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: frost, severity level: 2

  • frost_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: frost, severity level: 3

  • frost_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: frost, severity level: 4

  • frost_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: frost, severity level: 5

  • frosted_glass_blur_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: frosted_glass_blur, severity level: 1

  • frosted_glass_blur_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: frosted_glass_blur, severity level: 2

  • frosted_glass_blur_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: frosted_glass_blur, severity level: 3

  • frosted_glass_blur_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: frosted_glass_blur, severity level: 4

  • frosted_glass_blur_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: frosted_glass_blur, severity level: 5

  • gaussian_blur_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_blur, severity level: 1

  • gaussian_blur_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_blur, severity level: 2

  • gaussian_blur_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_blur, severity level: 3

  • gaussian_blur_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_blur, severity level: 4

  • gaussian_blur_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_blur, severity level: 5

  • gaussian_noise_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_noise, severity level: 1

  • gaussian_noise_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_noise, severity level: 2

  • gaussian_noise_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_noise, severity level: 3

  • gaussian_noise_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_noise, severity level: 4

  • gaussian_noise_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: gaussian_noise, severity level: 5

  • impulse_noise_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: impulse_noise, severity level: 1

  • impulse_noise_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: impulse_noise, severity level: 2

  • impulse_noise_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: impulse_noise, severity level: 3

  • impulse_noise_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: impulse_noise, severity level: 4

  • impulse_noise_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: impulse_noise, severity level: 5

  • jpeg_compression_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: jpeg_compression, severity level: 1

  • jpeg_compression_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: jpeg_compression, severity level: 2

  • jpeg_compression_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: jpeg_compression, severity level: 3

  • jpeg_compression_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: jpeg_compression, severity level: 4

  • jpeg_compression_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: jpeg_compression, severity level: 5

  • motion_blur_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: motion_blur, severity level: 1

  • motion_blur_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: motion_blur, severity level: 2

  • motion_blur_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: motion_blur, severity level: 3

  • motion_blur_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: motion_blur, severity level: 4

  • motion_blur_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: motion_blur, severity level: 5

  • pixelate_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: pixelate, severity level: 1

  • pixelate_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: pixelate, severity level: 2

  • pixelate_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: pixelate, severity level: 3

  • pixelate_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: pixelate, severity level: 4

  • pixelate_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: pixelate, severity level: 5

  • saturate_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: saturate, severity level: 1

  • saturate_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: saturate, severity level: 2

  • saturate_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: saturate, severity level: 3

  • saturate_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: saturate, severity level: 4

  • saturate_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: saturate, severity level: 5

  • shot_noise_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: shot_noise, severity level: 1

  • shot_noise_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: shot_noise, severity level: 2

  • shot_noise_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: shot_noise, severity level: 3

  • shot_noise_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: shot_noise, severity level: 4

  • shot_noise_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: shot_noise, severity level: 5

  • snow_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: snow, severity level: 1

  • snow_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: snow, severity level: 2

  • snow_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: snow, severity level: 3

  • snow_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: snow, severity level: 4

  • snow_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: snow, severity level: 5

  • spatter_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: spatter, severity level: 1

  • spatter_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: spatter, severity level: 2

  • spatter_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: spatter, severity level: 3

  • spatter_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: spatter, severity level: 4

  • spatter_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: spatter, severity level: 5

  • speckle_noise_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: speckle_noise, severity level: 1

  • speckle_noise_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: speckle_noise, severity level: 2

  • speckle_noise_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: speckle_noise, severity level: 3

  • speckle_noise_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: speckle_noise, severity level: 4

  • speckle_noise_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: speckle_noise, severity level: 5

  • zoom_blur_1 (v0.0.1) (Size: 2.72 GiB): Corruption method: zoom_blur, severity level: 1

  • zoom_blur_2 (v0.0.1) (Size: 2.72 GiB): Corruption method: zoom_blur, severity level: 2

  • zoom_blur_3 (v0.0.1) (Size: 2.72 GiB): Corruption method: zoom_blur, severity level: 3

  • zoom_blur_4 (v0.0.1) (Size: 2.72 GiB): Corruption method: zoom_blur, severity level: 4

  • zoom_blur_5 (v0.0.1) (Size: 2.72 GiB): Corruption method: zoom_blur, severity level: 5

cifar10_corrupted/brightness_1

Corruption method: brightness, severity level: 1

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/brightness_2

Corruption method: brightness, severity level: 2

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/brightness_3

Corruption method: brightness, severity level: 3

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/brightness_4

Corruption method: brightness, severity level: 4

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/brightness_5

Corruption method: brightness, severity level: 5

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/contrast_1

Corruption method: contrast, severity level: 1

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/contrast_2

Corruption method: contrast, severity level: 2

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/contrast_3

Corruption method: contrast, severity level: 3

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/contrast_4

Corruption method: contrast, severity level: 4

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/contrast_5

Corruption method: contrast, severity level: 5

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/defocus_blur_1

Corruption method: defocus_blur, severity level: 1

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/defocus_blur_2

Corruption method: defocus_blur, severity level: 2

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/defocus_blur_3

Corruption method: defocus_blur, severity level: 3

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/defocus_blur_4

Corruption method: defocus_blur, severity level: 4

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/defocus_blur_5

Corruption method: defocus_blur, severity level: 5

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/elastic_1

Corruption method: elastic, severity level: 1

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/elastic_2

Corruption method: elastic, severity level: 2

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/elastic_3

Corruption method: elastic, severity level: 3

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/elastic_4

Corruption method: elastic, severity level: 4

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/elastic_5

Corruption method: elastic, severity level: 5

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/fog_1

Corruption method: fog, severity level: 1

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/fog_2

Corruption method: fog, severity level: 2

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/fog_3

Corruption method: fog, severity level: 3

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/fog_4

Corruption method: fog, severity level: 4

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/fog_5

Corruption method: fog, severity level: 5

Versions:

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

Statistics

Split Examples
ALL 10,000
TEST 10,000

Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frost_1

Corruption method: frost, severity level: 1

Versions:

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

Statistics

Split Examples
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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frost_2

Corruption method: frost, severity level: 2

Versions:

  • 0.0.1 (default):
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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frost_3

Corruption method: frost, severity level: 3

Versions:

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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frost_4

Corruption method: frost, severity level: 4

Versions:

  • 0.0.1 (default):
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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frost_5

Corruption method: frost, severity level: 5

Versions:

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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frosted_glass_blur_1

Corruption method: frosted_glass_blur, severity level: 1

Versions:

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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frosted_glass_blur_2

Corruption method: frosted_glass_blur, severity level: 2

Versions:

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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frosted_glass_blur_3

Corruption method: frosted_glass_blur, severity level: 3

Versions:

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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frosted_glass_blur_4

Corruption method: frosted_glass_blur, severity level: 4

Versions:

  • 0.0.1 (default):
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FeaturesDict({
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Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/frosted_glass_blur_5

Corruption method: frosted_glass_blur, severity level: 5

Versions:

  • 0.0.1 (default):
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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_blur_1

Corruption method: gaussian_blur, severity level: 1

Versions:

  • 0.0.1 (default):
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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_blur_2

Corruption method: gaussian_blur, severity level: 2

Versions:

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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_blur_3

Corruption method: gaussian_blur, severity level: 3

Versions:

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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_blur_4

Corruption method: gaussian_blur, severity level: 4

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_blur_5

Corruption method: gaussian_blur, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_noise_1

Corruption method: gaussian_noise, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_noise_2

Corruption method: gaussian_noise, severity level: 2

Versions:

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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_noise_3

Corruption method: gaussian_noise, severity level: 3

Versions:

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FeaturesDict({
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_noise_4

Corruption method: gaussian_noise, severity level: 4

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/gaussian_noise_5

Corruption method: gaussian_noise, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/impulse_noise_1

Corruption method: impulse_noise, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/impulse_noise_2

Corruption method: impulse_noise, severity level: 2

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/impulse_noise_3

Corruption method: impulse_noise, severity level: 3

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/impulse_noise_4

Corruption method: impulse_noise, severity level: 4

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/impulse_noise_5

Corruption method: impulse_noise, severity level: 5

Versions:

  • 0.0.1 (default):
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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/jpeg_compression_1

Corruption method: jpeg_compression, severity level: 1

Versions:

  • 0.0.1 (default):
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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/jpeg_compression_2

Corruption method: jpeg_compression, severity level: 2

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/jpeg_compression_3

Corruption method: jpeg_compression, severity level: 3

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/jpeg_compression_4

Corruption method: jpeg_compression, severity level: 4

Versions:

  • 0.0.1 (default):
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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/jpeg_compression_5

Corruption method: jpeg_compression, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/motion_blur_1

Corruption method: motion_blur, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/motion_blur_2

Corruption method: motion_blur, severity level: 2

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/motion_blur_3

Corruption method: motion_blur, severity level: 3

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/motion_blur_4

Corruption method: motion_blur, severity level: 4

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/motion_blur_5

Corruption method: motion_blur, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/pixelate_1

Corruption method: pixelate, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/pixelate_2

Corruption method: pixelate, severity level: 2

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/pixelate_3

Corruption method: pixelate, severity level: 3

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/pixelate_4

Corruption method: pixelate, severity level: 4

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/pixelate_5

Corruption method: pixelate, severity level: 5

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/saturate_1

Corruption method: saturate, severity level: 1

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/saturate_2

Corruption method: saturate, severity level: 2

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/saturate_3

Corruption method: saturate, severity level: 3

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/saturate_4

Corruption method: saturate, severity level: 4

Versions:

  • 0.0.1 (default):
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Statistics

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/saturate_5

Corruption method: saturate, severity level: 5

Versions:

  • 0.0.1 (default):
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Statistics

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/shot_noise_1

Corruption method: shot_noise, severity level: 1

Versions:

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Statistics

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Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/shot_noise_2

Corruption method: shot_noise, severity level: 2

Versions:

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FeaturesDict({
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})

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Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/shot_noise_3

Corruption method: shot_noise, severity level: 3

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/shot_noise_4

Corruption method: shot_noise, severity level: 4

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/shot_noise_5

Corruption method: shot_noise, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/snow_1

Corruption method: snow, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/snow_2

Corruption method: snow, severity level: 2

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/snow_3

Corruption method: snow, severity level: 3

Versions:

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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/snow_4

Corruption method: snow, severity level: 4

Versions:

  • 0.0.1 (default):
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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/snow_5

Corruption method: snow, severity level: 5

Versions:

  • 0.0.1 (default):
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Features

FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/spatter_1

Corruption method: spatter, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/spatter_2

Corruption method: spatter, severity level: 2

Versions:

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Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/spatter_3

Corruption method: spatter, severity level: 3

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/spatter_4

Corruption method: spatter, severity level: 4

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/spatter_5

Corruption method: spatter, severity level: 5

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/speckle_noise_1

Corruption method: speckle_noise, severity level: 1

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/speckle_noise_2

Corruption method: speckle_noise, severity level: 2

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/speckle_noise_3

Corruption method: speckle_noise, severity level: 3

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/speckle_noise_4

Corruption method: speckle_noise, severity level: 4

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/speckle_noise_5

Corruption method: speckle_noise, severity level: 5

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/zoom_blur_1

Corruption method: zoom_blur, severity level: 1

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/zoom_blur_2

Corruption method: zoom_blur, severity level: 2

Versions:

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FeaturesDict({
    'image': Image(shape=(32, 32, 3), dtype=tf.uint8),
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})

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/zoom_blur_3

Corruption method: zoom_blur, severity level: 3

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/zoom_blur_4

Corruption method: zoom_blur, severity level: 4

Versions:

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'label')

cifar10_corrupted/zoom_blur_5

Corruption method: zoom_blur, severity level: 5

Versions:

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Features

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

Urls

Supervised keys (for as_supervised=True)

(u'image', u'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},
}