ML Research Wiki / Benchmarks / Domain Generalization / ImageNet-Sketch

ImageNet-Sketch

Domain Generalization Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: Top-1 accuracy

Top Performing Models

Rank Model Paper Top-1 accuracy Date Code
1 Model soups (BASIC-L) 📚 Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time 77.18 2022-03-10 📦 mlfoundations/model-soups 📦 Burf/ModelSoups 📦 facebookresearch/ModelRatatouille
2 Model soups (ViT-G/14) 📚 Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time 74.24 2022-03-10 📦 mlfoundations/model-soups 📦 Burf/ModelSoups 📦 facebookresearch/ModelRatatouille
3 CAR-FT (CLIP, ViT-L/14@336px) 📚 Context-Aware Robust Fine-Tuning 65.50 2022-11-29 -
4 ConvNeXt-XL (Im21k, 384) 📚 A ConvNet for the 2020s 55.00 2022-01-10 📦 keras-team/keras 📦 rwightman/pytorch-image-models 📦 pytorch/vision
5 CAFormer-B36 (IN21K, 384) 📚 MetaFormer Baselines for Vision 54.50 2022-10-24 📦 rwightman/pytorch-image-models 📦 facebookresearch/xformers 📦 sail-sg/poolformer
6 LLE (ViT-H/14, MAE, Edge Aug) A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others 53.39 2022-12-09 📦 facebookresearch/Whac-A-Mole
7 ConvFormer-B36 (IN21K, 384) 📚 MetaFormer Baselines for Vision 52.90 2022-10-24 📦 rwightman/pytorch-image-models 📦 facebookresearch/xformers 📦 sail-sg/poolformer
8 CAFormer-B36 (IN21K) 📚 MetaFormer Baselines for Vision 52.80 2022-10-24 📦 rwightman/pytorch-image-models 📦 facebookresearch/xformers 📦 sail-sg/poolformer
9 ConvFormer-B36 (IN21K) 📚 MetaFormer Baselines for Vision 52.70 2022-10-24 📦 rwightman/pytorch-image-models 📦 facebookresearch/xformers 📦 sail-sg/poolformer
10 MAE (ViT-H, 448) Masked Autoencoders Are Scalable Vision Learners 50.90 2021-11-11 📦 facebookresearch/mae 📦 lightly-ai/lightly 📦 open-mmlab/mmselfsup

All Papers (20)

Context-Aware Robust Fine-Tuning

2022
CAR-FT (CLIP, ViT-L/14@336px)

Pyramid Adversarial Training Improves ViT Performance

2021
Pyramid Adversarial Training Improves ViT (Im21k)