Image Classification on CIFAR-20
73.2Mean AccuracyMV-MR
Evaluation Results
| Method | Links | |
|---|---|---|
| MV-MRevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 73.2 | |
| ScatSimCLRevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 63.8 | |
| LFER Ensembleevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 56.1 | |
| RUCevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 54.3 | |
| GIWShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 54.19 | |
| CCSAShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 52.49 | |
| CPE-FAnnotation Setting=BICL2026.05 | 50.89 | |
| FWDAnnotation Setting=BICL2026.05 | 50.84 | |
| SCANevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 50.7 | |
| GIWShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 49.17 | |
| DANNShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 48.31 | |
| CPE-IAnnotation Setting=BICL2026.05 | 46.42 | |
| CCSAShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 46.17 | |
| GIWShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 45.48 | |
| CPE-TAnnotation Setting=BICL2026.05 | 45.31 | |
| Pretrain-valShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 42.48 | |
| DANNShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 42.29 | |
| DANNShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 41.58 | |
| CCSAShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 40.68 | |
| GIWShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 40.27 | |
| Pretrain-valShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 39.46 | |
| Pretrain-valShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 37.31 | |
| Pretrain-valShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 36.55 | |
| TSUCevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 35.3 | |
| CCSAShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 34.79 | |
| DANNShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 33.9 | |
| Std-SuppAnnotation Setting=Standard Supervision2026.05 | 33.19 | |
| Val-onlyShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 29.18 | |
| Val-onlyShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 29.18 | |
| Val-onlyShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 28.45 | |
| Val-onlyShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.05 | 28.45 | |
| IICevaluation protocol=linear evaluation protocol, representation=frozen2023.03 | 25.7 | |
| FWDAnnotation Setting=ACLImage2026.05 | 25.35 | |
| CPE-FAnnotation Setting=ACLImage2026.05 | 25.02 | |
| CPE-TAnnotation Setting=ACLImage2026.05 | 23.39 | |
| CPE-IAnnotation Setting=ACLImage2026.05 | 21.58 | |
| CPE-FAnnotation Setting=Uniform2026.05 | 20.73 | |
| CPE-TAnnotation Setting=Uniform2026.05 | 20.58 | |
| FWDAnnotation Setting=Uniform2026.05 | 20.5 | |
| FWDAnnotation Setting=CLImage2026.05 | 19.82 | |
| CPE-FAnnotation Setting=CLImage2026.05 | 19.48 | |
| CPE-TAnnotation Setting=CLImage2026.05 | 19.33 | |
| URE-TNNAnnotation Setting=BICL2026.05 | 17.33 | |
| CPE-IAnnotation Setting=CLImage2026.05 | 16.79 | |
| URE-TNNAnnotation Setting=Uniform2026.05 | 15.29 | |
| URE-TGAAnnotation Setting=Uniform2026.05 | 13.61 | |
| CPE-IAnnotation Setting=Uniform2026.05 | 12.01 | |
| URE-TNNAnnotation Setting=CLImage2026.05 | 9.47 | |
| URE-TNNAnnotation Setting=ACLImage2026.05 | 8.63 | |
| URE-TGAAnnotation Setting=CLImage2026.05 | 5.17 | |
| URE-TGAAnnotation Setting=BICL2026.05 | 5.05 | |
| URE-TGAAnnotation Setting=ACLImage2026.05 | 5.03 |