corruption
mini-VTAB-corruptions
mini-VTAB-C
A collection of VTAB (Visual Task Adaptation Benchmark) datasets. We sampled 1K training samples and 1K testing samples for each task. For each test set, we apply all 15 corruption types from ImageNet-C.
Tasks
datasets = [
"caltech101",
"cifar10",
"cifar100",
"dtd",
"flowers",
"pets",
"sun397",
"svhn",
"pcam",
"eurosat",
"resisc45",
"diabetic_retinopathy",
"clevr_count_all"… See the full description on the dataset page: https://huggingface.co/datasets/antofuller/mini-VTAB-corruptions.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.