Domain Adaptation on ImageNet-R

Metric: Top 1 Error (lower is better)

LeaderboardDataset

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#	Model↕	Top 1 Error▲	Augmentations	Paper	Date↕	Code
1	Model soups (ViT-G/14)	4.54	Yes	Model soups: averaging weights of multiple fine-...	2022-03-10	Code
2	EfficientNet-L2 Noisy Student + RPL	17.4	Yes	If your data distribution shifts, use self-learn...	2021-04-27	Code
3	EfficientNet-L2 Noisy Student + ENT	19.7	Yes	If your data distribution shifts, use self-learn...	2021-04-27	Code
4	ResNeXt101+DeepAug+AugMix, BatchNorm Adaptation,	44	No	Improving robustness against common corruptions ...	2020-06-30	Code
5	ResNet50+DeepAug+Augmix, BatchNorm adaptation	48.9	No	Improving robustness against common corruptions ...	2020-06-30	Code
6	ResNet50 + RPL	54.1	No	If your data distribution shifts, use self-learn...	2021-04-27	Code
7	ResNet50 + ENT	56.1	No	If your data distribution shifts, use self-learn...	2021-04-27	Code
8	ResNet50, BatchNorm adaptation	59.9	No	Improving robustness against common corruptions ...	2020-06-30	Code

#1Model soups (ViT-G/14)SOTA
4.54
Top 1 Error· Augmentations· 2022-03-10
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Code
#2EfficientNet-L2 Noisy Student + RPLSOTA
17.4
Top 1 Error· Augmentations· 2021-04-27
If your data distribution shifts, use self-learning Code
#3EfficientNet-L2 Noisy Student + ENTSOTA
19.7
Top 1 Error· Augmentations· 2021-04-27
If your data distribution shifts, use self-learning Code
#4ResNeXt101+DeepAug+AugMix, BatchNorm Adaptation,SOTA
44
Top 1 Error· 2020-06-30
Improving robustness against common corruptions by covariate shift adaptation Code
#5ResNet50+DeepAug+Augmix, BatchNorm adaptationSOTA
48.9
Top 1 Error· 2020-06-30
Improving robustness against common corruptions by covariate shift adaptation Code
#6ResNet50 + RPL
54.1
Top 1 Error· 2021-04-27
If your data distribution shifts, use self-learning Code
#7ResNet50 + ENT
56.1
Top 1 Error· 2021-04-27
If your data distribution shifts, use self-learning Code
#8ResNet50, BatchNorm adaptationSOTA
59.9
Top 1 Error· 2020-06-30
Improving robustness against common corruptions by covariate shift adaptation Code