mnist_corrupted

MNISTCorrupted is a dataset generated by adding 15 corruptions to the test images in the MNIST dataset. This dataset wraps the static, corrupted MNIST test images uploaded by the original authors

Split Examples
'test' 10,000
'train' 60,000
  • Feature structure:
FeaturesDict({
    'image': Image(shape=(28, 28, 1), dtype=uint8),
    'label': ClassLabel(shape=(), dtype=int64, num_classes=10),
})
  • Feature documentation:
Feature Class Shape Dtype Description
FeaturesDict
image Image (28, 28, 1) uint8
label ClassLabel int64
@article{mu2019mnist,
  title={MNIST-C: A Robustness Benchmark for Computer Vision},
  author={Mu, Norman and Gilmer, Justin},
  journal={arXiv preprint arXiv:1906.02337},
  year={2019}
}

mnist_corrupted/identity (default config)

  • Config description: Corruption method: identity

  • Dataset size: 21.00 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/shot_noise

  • Config description: Corruption method: shot_noise

  • Dataset size: 15.05 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/impulse_noise

  • Config description: Corruption method: impulse_noise

  • Dataset size: 24.61 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/glass_blur

  • Config description: Corruption method: glass_blur

  • Dataset size: 35.91 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/motion_blur

  • Config description: Corruption method: motion_blur

  • Dataset size: 32.45 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/shear

  • Config description: Corruption method: shear

  • Dataset size: 27.73 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/scale

  • Config description: Corruption method: scale

  • Dataset size: 17.41 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/rotate

  • Config description: Corruption method: rotate

  • Dataset size: 27.09 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/brightness

  • Config description: Corruption method: brightness

  • Dataset size: 20.52 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/translate

  • Config description: Corruption method: translate

  • Dataset size: 20.88 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/stripe

  • Config description: Corruption method: stripe

  • Dataset size: 23.09 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/fog

  • Config description: Corruption method: fog

  • Dataset size: 35.76 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/spatter

  • Config description: Corruption method: spatter

  • Dataset size: 29.67 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/dotted_line

  • Config description: Corruption method: dotted_line

  • Dataset size: 24.45 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/zigzag

  • Config description: Corruption method: zigzag

  • Dataset size: 25.91 MiB

  • Figure (tfds.show_examples):

Visualization

mnist_corrupted/canny_edges

  • Config description: Corruption method: canny_edges

  • Dataset size: 13.23 MiB

  • Figure (tfds.show_examples):

Visualization