OpenCodePapers

unsupervised-domain-adaptation-on-imagenet-c

Unsupervised Domain Adaptation
Dataset Link
Results over time
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Leaderboard
PaperCodemean Corruption Error (mCE)ModelNameReleaseDate
If your data distribution shifts, use self-learning✓ Link22.0EfficientNet-L2+RPL2021-04-27
If your data distribution shifts, use self-learning✓ Link23.0EfficientNet-L2+ENT2021-04-27
If your data distribution shifts, use self-learning✓ Link34.8ResNeXt101 32x8d + DeepAug + Augmix + RPL2021-04-27
If your data distribution shifts, use self-learning✓ Link35.5ResNeXt101 32x8d + DeepAug + Augmix + ENT2021-04-27
Improving robustness against common corruptions by covariate shift adaptation✓ Link38.0ResNeXt101+DeepAug+AugMix, BatchNorm Adaptation, full adaptation2020-06-30
Improving robustness against common corruptions by covariate shift adaptation✓ Link40.7ResNeXt101+DeepAug+AugMix, BatchNorm Adaptation, 8 samples2020-06-30
If your data distribution shifts, use self-learning✓ Link40.8ResNeXt101 32x8d + IG-3.5B + ENT2021-04-27
If your data distribution shifts, use self-learning✓ Link40.9ResNeXt101 32x8d + IG-3.5B + RPL2021-04-27
If your data distribution shifts, use self-learning✓ Link43.2ResNeXt101 32x8d + RPL2021-04-27
If your data distribution shifts, use self-learning✓ Link44.3ResNeXt101 32x8d + ENT2021-04-27
Improving robustness against common corruptions by covariate shift adaptation✓ Link45.4ResNet50+DeepAug+AugMix, BatchNorm Adaptation, full adaptation2020-06-30
Improving robustness against common corruptions by covariate shift adaptation✓ Link48.4ResNet50+DeepAug+AugMix, BatchNorm Adaptation, 8 samples2020-06-30
If your data distribution shifts, use self-learning✓ Link50.5ResNet50 + RPL2021-04-27
If your data distribution shifts, use self-learning✓ Link51.6ResNet50 + ENT2021-04-27
Improving robustness against common corruptions by covariate shift adaptation✓ Link62.2ResNet50 (baseline), BatchNorm Adaptation, full adaptation2020-06-30
Improving robustness against common corruptions by covariate shift adaptation✓ Link65.0ResNet50 (baseline), BatchNorm Adaptation, 8 samples2020-06-30