If your data distribution shifts, use self-learning

Benchmark Model Rank Results
unsupervised-domain-adaptation-on-imagenet-cEfficientNet-L2+RPL#1mean Corruption Error (mCE): 22.0
unsupervised-domain-adaptation-on-imagenet-cEfficientNet-L2+ENT#2mean Corruption Error (mCE): 23.0
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + DeepAug + Augmix + RPL#3mean Corruption Error (mCE): 34.8
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + DeepAug + Augmix + ENT#4mean Corruption Error (mCE): 35.5
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + IG-3.5B + ENT#7mean Corruption Error (mCE): 40.8
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + IG-3.5B + RPL#8mean Corruption Error (mCE): 40.9
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + RPL#9mean Corruption Error (mCE): 43.2
unsupervised-domain-adaptation-on-imagenet-cResNeXt101 32x8d + ENT#10mean Corruption Error (mCE): 44.3
unsupervised-domain-adaptation-on-imagenet-cResNet50 + RPL#13mean Corruption Error (mCE): 50.5
unsupervised-domain-adaptation-on-imagenet-cResNet50 + ENT#14mean Corruption Error (mCE): 51.6
unsupervised-domain-adaptation-on-imagenet-rEfficientNet-L2 Noisy Student + RPL#2Top 1 Error: 17.4
unsupervised-domain-adaptation-on-imagenet-rEfficientNet-L2 Noisy Student + ENT#3Top 1 Error: 19.7
unsupervised-domain-adaptation-on-imagenet-rResNet50 + RPL#6Top 1 Error: 54.1
unsupervised-domain-adaptation-on-imagenet-rResNet50 + ENT#7Top 1 Error: 56.1