datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
corruption-gaussian_noise
Corruption Dataset: Gaussian_Noise
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using gaussian_noise corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Gaussian_Noise
Adds… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-gaussian_noise.corruption-spatter
Corruption Dataset: Spatter
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using spatter corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Spatter
Adds spatter effects… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-spatter.corruption-snow
Corruption Dataset: Snow
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using snow corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Snow
Adds snow effects to images… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-snow.corruption-zoom_blur
Corruption Dataset: Zoom_Blur
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using zoom_blur corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Zoom_Blur
Applies zoom blur… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-zoom_blur.corruption-brightness
Corruption Dataset: Brightness
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using brightness corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Brightness
Adjusts image… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-brightness.corruption-contrast
Corruption Dataset: Contrast
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using contrast corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Contrast
Modifies image contrast… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-contrast.corruption-jpeg_compression
Corruption Dataset: Jpeg_Compression
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using jpeg_compression corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Jpeg_Compression… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-jpeg_compression.corruption-glass_blur
Corruption Dataset: Glass_Blur
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using glass_blur corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Glass_Blur
Applies glass blur… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-glass_blur.corruption-gaussian_blur
Corruption Dataset: Gaussian_Blur
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using gaussian_blur corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Gaussian_Blur
Applies… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-gaussian_blur.corruption-frost
Corruption Dataset: Frost
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using frost corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Frost
Adds frost effects, simulating… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-frost.corruption-impulse_noise
Corruption Dataset: Impulse_Noise
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using impulse_noise corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Impulse_Noise
Adds… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-impulse_noise.corruption-shot_noise
Corruption Dataset: Shot_Noise
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using shot_noise corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Shot_Noise
Adds shot noise… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-shot_noise.corruption-speckle_noise
Corruption Dataset: Speckle_Noise
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using speckle_noise corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Speckle_Noise
Adds… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-speckle_noise.corruption-motion_blur
Corruption Dataset: Motion_Blur
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using motion_blur corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Motion_Blur
Applies motion… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-motion_blur.corruption-defocus_blur
Corruption Dataset: Defocus_Blur
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using defocus_blur corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Defocus_Blur
Applies… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-defocus_blur.corruption-elastic_transform
Corruption Dataset: Elastic_Transform
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using elastic_transform corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Elastic_Transform… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-elastic_transform.corruption-pixelate
Corruption Dataset: Pixelate
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using pixelate corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Pixelate
Reduces image resolution… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-pixelate.corruption-fog
Corruption Dataset: Fog
Dataset Description
This dataset contains corrupted versions of ImageNet-1K images using fog corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
Dataset Structure
Train: 1,281,167 corrupted images
Validation: 50,000 corrupted images
Classes: 1000 ImageNet-1K classes
Format: Arrow (Hugging Face Datasets)
Corruption Type: Fog
Adds fog effects, simulating atmospheric… See the full description on the dataset page: https://huggingface.co/datasets/MarMaster/corruption-fog.
