Image Classification on CIFAR100 UnSeen-Domain (US)
63.5AccuracyRM-SSFA
Evaluation results
| Method | Links | |
|---|---|---|
| RM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 63.5 | |
| ReMixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 63.2 | |
| RM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 60.8 | |
| FreeM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 60 | |
| SM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 59.9 | |
| ReMixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 58.1 | |
| FM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 58 | |
| SoftMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 56.3 | |
| SM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 53.8 | |
| FreeMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 53.4 | |
| FreeM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 53 | |
| FixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 52.8 | |
| FM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 51.2 | |
| SoftMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 48.9 | |
| FreeMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 41.4 | |
| CDANNumber of labeled samples=10000, Ratio=1.02024.05 | 39.1 | |
| FixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 39 | |
| DANNNumber of labeled samples=10000, Ratio=1.02024.05 | 37.8 | |
| MixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 37.6 | |
| RM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 35.1 | |
| RM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 35.1 | |
| SM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 34.8 | |
| ReMixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 32.7 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 31.4 | |
| SupervisedNumber of labeled samples=10000, Ratio=1.02024.05 | 30.8 | |
| CDANNumber of labeled samples=4000, Ratio=1.02024.05 | 28.8 | |
| DANNNumber of labeled samples=4000, Ratio=1.02024.05 | 27.6 | |
| FM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 25.8 | |
| SM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 25.2 | |
| SoftMatchNumber of labeled samples=400, Ratio=0.52024.05 | 24.1 | |
| SupervisedNumber of labeled samples=4000, Ratio=1.02024.05 | 24 | |
| FM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 22.5 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 21.9 | |
| MixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 21.1 | |
| FreeMatchNumber of labeled samples=400, Ratio=0.52024.05 | 21 | |
| FixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 18.5 | |
| SoftMatchNumber of labeled samples=400, Ratio=1.02024.05 | 12.8 | |
| FixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 8.5 | |
| CDANNumber of labeled samples=400, Ratio=1.02024.05 | 7.5 | |
| CDANNumber of labeled samples=400, Ratio=0.52024.05 | 7.3 | |
| FreeMatchNumber of labeled samples=400, Ratio=1.02024.05 | 7.2 | |
| DANNNumber of labeled samples=400, Ratio=0.52024.05 | 7 | |
| DANNNumber of labeled samples=400, Ratio=1.02024.05 | 7 | |
| SupervisedNumber of labeled samples=400, Ratio=0.52024.05 | 6.9 | |
| SupervisedNumber of labeled samples=400, Ratio=1.02024.05 | 6.9 | |
| MixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 6.1 | |
| MixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 5.4 | |
| ReMixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 3.1 | |
| AdaMatchNumber of labeled samples=400, Ratio=1.02024.05 | 2.1 | |
| AdaMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 1.8 | |
| AdaMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 1.6 | |
| AdaMatchNumber of labeled samples=400, Ratio=0.52024.05 | 1.3 |