mnist_corrupted
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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 |
FeaturesDict({
'image': Image(shape=(28, 28, 1), dtype=uint8),
'label': ClassLabel(shape=(), dtype=int64, num_classes=10),
})
| 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)
mnist_corrupted/shot_noise
mnist_corrupted/impulse_noise
mnist_corrupted/glass_blur
mnist_corrupted/motion_blur
mnist_corrupted/shear
mnist_corrupted/scale
mnist_corrupted/rotate
mnist_corrupted/brightness
mnist_corrupted/translate
mnist_corrupted/stripe
mnist_corrupted/fog
mnist_corrupted/spatter
mnist_corrupted/dotted_line
mnist_corrupted/zigzag
mnist_corrupted/canny_edges
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Last updated 2024-06-01 UTC.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-06-01 UTC."],[],[],null,["# mnist_corrupted\n\n\u003cbr /\u003e\n\n- **Description**:\n\nMNISTCorrupted is a dataset generated by adding 15 corruptions to the test\nimages in the MNIST dataset. This dataset wraps the static, corrupted MNIST test\nimages uploaded by the original authors\n\n- **Additional Documentation** :\n [Explore on Papers With Code\n north_east](https://paperswithcode.com/dataset/mnist-c)\n\n- **Homepage** :\n \u003chttps://github.com/google-research/mnist-c\u003e\n\n- **Source code** :\n [`tfds.image_classification.MNISTCorrupted`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/image_classification/mnist_corrupted.py)\n\n- **Versions**:\n\n - **`1.0.0`** (default): New split API\n- **Download size** : `235.23 MiB`\n\n- **Auto-cached**\n ([documentation](https://www.tensorflow.org/datasets/performances#auto-caching)):\n Yes\n\n- **Splits**:\n\n| Split | Examples |\n|-----------|----------|\n| `'test'` | 10,000 |\n| `'train'` | 60,000 |\n\n- **Feature structure**:\n\n FeaturesDict({\n 'image': Image(shape=(28, 28, 1), dtype=uint8),\n 'label': ClassLabel(shape=(), dtype=int64, num_classes=10),\n })\n\n- **Feature documentation**:\n\n| Feature | Class | Shape | Dtype | Description |\n|---------|--------------|-------------|-------|-------------|\n| | FeaturesDict | | | |\n| image | Image | (28, 28, 1) | uint8 | |\n| label | ClassLabel | | int64 | |\n\n- **Supervised keys** (See\n [`as_supervised` doc](https://www.tensorflow.org/datasets/api_docs/python/tfds/load#args)):\n `('image', 'label')`\n\n- **Citation**:\n\n @article{mu2019mnist,\n title={MNIST-C: A Robustness Benchmark for Computer Vision},\n author={Mu, Norman and Gilmer, Justin},\n journal={arXiv preprint arXiv:1906.02337},\n year={2019}\n }\n\nmnist_corrupted/identity (default config)\n-----------------------------------------\n\n- **Config description**: Corruption method: identity\n\n- **Dataset size** : `21.00 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/shot_noise\n--------------------------\n\n- **Config description**: Corruption method: shot_noise\n\n- **Dataset size** : `15.05 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/impulse_noise\n-----------------------------\n\n- **Config description**: Corruption method: impulse_noise\n\n- **Dataset size** : `24.61 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/glass_blur\n--------------------------\n\n- **Config description**: Corruption method: glass_blur\n\n- **Dataset size** : `35.91 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/motion_blur\n---------------------------\n\n- **Config description**: Corruption method: motion_blur\n\n- **Dataset size** : `32.45 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/shear\n---------------------\n\n- **Config description**: Corruption method: shear\n\n- **Dataset size** : `27.73 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/scale\n---------------------\n\n- **Config description**: Corruption method: scale\n\n- **Dataset size** : `17.41 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/rotate\n----------------------\n\n- **Config description**: Corruption method: rotate\n\n- **Dataset size** : `27.09 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/brightness\n--------------------------\n\n- **Config description**: Corruption method: brightness\n\n- **Dataset size** : `20.52 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/translate\n-------------------------\n\n- **Config description**: Corruption method: translate\n\n- **Dataset size** : `20.88 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/stripe\n----------------------\n\n- **Config description**: Corruption method: stripe\n\n- **Dataset size** : `23.09 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/fog\n-------------------\n\n- **Config description**: Corruption method: fog\n\n- **Dataset size** : `35.76 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/spatter\n-----------------------\n\n- **Config description**: Corruption method: spatter\n\n- **Dataset size** : `29.67 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/dotted_line\n---------------------------\n\n- **Config description**: Corruption method: dotted_line\n\n- **Dataset size** : `24.45 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/zigzag\n----------------------\n\n- **Config description**: Corruption method: zigzag\n\n- **Dataset size** : `25.91 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\nmnist_corrupted/canny_edges\n---------------------------\n\n- **Config description**: Corruption method: canny_edges\n\n- **Dataset size** : `13.23 MiB`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples..."]]
