ImageNet-A

Dataset Information
Modalities
Images
Introduced
2019
License
Unknown
Homepage
Official Website
Contents

Overview

The ImageNet-A dataset consists of real-world, unmodified, and naturally occurring examples that are misclassified by ResNet models.

Source: On Robustness and Transferability of Convolutional Neural Networks
Image Source: https://github.com/hendrycks/natural-adv-examples

Variants: ImageNet-A

Associated Benchmarks

This dataset is used in 5 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Prompt Engineering MMRL MMRL: Multi-Modal Representation Learning for … 2025-03-11
Prompt Engineering HPT++ HPT++: Hierarchically Prompting Vision-Language Models … 2024-08-27
Zero-Shot Transfer Image Classification EVA-CLIP-18B EVA-CLIP-18B: Scaling CLIP to 18 … 2024-02-06
Domain Generalization FAN-L-Hybrid+STL Fully Attentional Networks with Self-emerging … 2024-01-08
Zero-Shot Transfer Image Classification InternVL-C InternVL: Scaling up Vision Foundation … 2023-12-21
Prompt Engineering HPT Learning Hierarchical Prompt with Structured … 2023-12-11
Domain Generalization TransNeXt-Base (IN-1K supervised, 224) TransNeXt: Robust Foveal Visual Perception … 2023-11-28
Domain Generalization TransNeXt-Base (IN-1K supervised, 384) TransNeXt: Robust Foveal Visual Perception … 2023-11-28
Domain Generalization TransNeXt-Small (IN-1K supervised, 224) TransNeXt: Robust Foveal Visual Perception … 2023-11-28
Domain Generalization TransNeXt-Small (IN-1K supervised, 384) TransNeXt: Robust Foveal Visual Perception … 2023-11-28
Domain Generalization Discrete Adversarial Distillation (ViT-B/224) Distilling Out-of-Distribution Robustness from Vision-Language … 2023-11-02
Domain Generalization Discrete Adversarial Distillation (ResNet-50) Distilling Out-of-Distribution Robustness from Vision-Language … 2023-11-02
Prompt Engineering PromptSRC Self-regulating Prompts: Foundational Model Adaptation … 2023-07-13
Prompt Engineering CoPrompt Consistency-guided Prompt Learning for Vision-Language … 2023-06-01
Prompt Engineering POMP Prompt Pre-Training with Twenty-Thousand Classes … 2023-04-10
Domain Generalization Diffusion Classifier Your Diffusion Model is Secretly … 2023-03-28
Zero-Shot Transfer Image Classification EVA-CLIP-E/14+ EVA-CLIP: Improved Training Techniques for … 2023-03-27
Zero-Shot Transfer Image Classification LiT-22B Scaling Vision Transformers to 22 … 2023-02-10
Domain Generalization CAR-FT (CLIP, ViT-L/14@336px) Context-Aware Robust Fine-Tuning 2022-11-29
Zero-Shot Transfer Image Classification AltCLIP AltCLIP: Altering the Language Encoder … 2022-11-12

Research Papers

Recent papers with results on this dataset:

External Links: