ImageNet-C

Dataset Information
Modalities
Images
Languages
Chinese
Introduced
2019
License
CC BY 4.0
Homepage
Official Website
Contents

Overview

ImageNet-C is an open source data set that consists of algorithmically generated corruptions (blur, noise) applied to the ImageNet test-set.

Source: Selective Brain Damage: Measuring the Disparate Impact of Model Pruning
Image Source: https://arxiv.org/pdf/1807.01697.pdf

Variants: ImageNet-C

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Domain Generalization ResNet-50 (PushPull-Conv) + PRIME PushPull-Net: Inhibition-driven ResNet robust to … 2024-08-07
Domain Generalization FAN-L-Hybrid+STL Fully Attentional Networks with Self-emerging … 2024-01-08
Domain Generalization DINOv2 (ViT-g/14, frozen model, linear eval) DINOv2: Learning Robust Visual Features … 2023-04-14
Domain Generalization DINOv2 (ViT-S/14, frozen model, linear eval) DINOv2: Learning Robust Visual Features … 2023-04-14
Domain Generalization DINOv2 (ViT-B/14, frozen model, linear eval) DINOv2: Learning Robust Visual Features … 2023-04-14
Domain Generalization DINOv2 (ViT-L/14, frozen model, linear eval) DINOv2: Learning Robust Visual Features … 2023-04-14
Domain Generalization CAFormer-B36 (IN21K) MetaFormer Baselines for Vision 2022-10-24
Domain Generalization ConvFormer-B36 (IN21K) MetaFormer Baselines for Vision 2022-10-24
Domain Generalization CAFormer-B36 MetaFormer Baselines for Vision 2022-10-24
Domain Generalization CAFormer-B36 (IN21K, 384) MetaFormer Baselines for Vision 2022-10-24
Domain Generalization ConvFormer-B36 MetaFormer Baselines for Vision 2022-10-24
Domain Generalization GPaCo (ViT-L) Generalized Parametric Contrastive Learning 2022-09-26
Domain Generalization MAE+DAT (ViT-H) Enhance the Visual Representation via … 2022-09-16
Domain Generalization Sequencer2D-L Sequencer: Deep LSTM for Image … 2022-05-04
Domain Generalization FAN-B-Hybrid (IN-22k) Understanding The Robustness in Vision … 2022-04-26
Domain Generalization FAN-L-Hybrid (IN-22k) Understanding The Robustness in Vision … 2022-04-26
Domain Generalization FAN-L-Hybrid Understanding The Robustness in Vision … 2022-04-26
Domain Generalization VOLO-D5+HAT Improving Vision Transformers by Revisiting … 2022-04-03
Domain Generalization ConvNeXt-XL (Im21k) (augmentation overlap with ImageNet-C) A ConvNet for the 2020s 2022-01-10
Domain Generalization PRIME + DeepAugment (ResNet-50) PRIME: A few primitives can … 2021-12-27

Research Papers

Recent papers with results on this dataset:

External Links: