Image Classification on CIFAR100 UnLabel-Domain (UL)
61.8AccuracyFreeM-SSFA
Evaluation results
| Method | Links | |
|---|---|---|
| FreeM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 61.8 | |
| SM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 61.8 | |
| FM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 57.8 | |
| SM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 54.4 | |
| FreeM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 54.2 | |
| FM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 52.5 | |
| DANNNumber of labeled samples=10000, Ratio=1.02024.05 | 42.7 | |
| RM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 41.6 | |
| CDANNumber of labeled samples=10000, Ratio=1.02024.05 | 41.1 | |
| ReMixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 40.2 | |
| RM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 37.9 | |
| ReMixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 35.8 | |
| SoftMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 34.7 | |
| FixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 33 | |
| MixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 31.4 | |
| CDANNumber of labeled samples=4000, Ratio=1.02024.05 | 31.3 | |
| DANNNumber of labeled samples=4000, Ratio=1.02024.05 | 30.8 | |
| SoftMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 29.7 | |
| SM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 29.5 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 25.1 | |
| FreeMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 23.9 | |
| FM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 23.2 | |
| RM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 23.1 | |
| RM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 22.9 | |
| SM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 22.4 | |
| FM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 22.2 | |
| SupervisedNumber of labeled samples=10000, Ratio=1.02024.05 | 20.8 | |
| ReMixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 20.6 | |
| ReMixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 19.1 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 18.7 | |
| SupervisedNumber of labeled samples=4000, Ratio=1.02024.05 | 17 | |
| FreeMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 16.3 | |
| FixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 16 | |
| MixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 10.9 | |
| CDANNumber of labeled samples=400, Ratio=1.02024.05 | 10 | |
| CDANNumber of labeled samples=400, Ratio=0.52024.05 | 9.5 | |
| DANNNumber of labeled samples=400, Ratio=0.52024.05 | 9.3 | |
| DANNNumber of labeled samples=400, Ratio=1.02024.05 | 9.3 | |
| AdaMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 9 | |
| SupervisedNumber of labeled samples=400, Ratio=0.52024.05 | 8.9 | |
| SupervisedNumber of labeled samples=400, Ratio=1.02024.05 | 8.9 | |
| AdaMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 6.4 | |
| AdaMatchNumber of labeled samples=400, Ratio=0.52024.05 | 4.6 | |
| SoftMatchNumber of labeled samples=400, Ratio=1.02024.05 | 4.6 | |
| AdaMatchNumber of labeled samples=400, Ratio=1.02024.05 | 4.5 | |
| FixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 4.2 | |
| MixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 3.6 | |
| FixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 3.5 | |
| SoftMatchNumber of labeled samples=400, Ratio=0.52024.05 | 2.9 | |
| MixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 2.5 | |
| FreeMatchNumber of labeled samples=400, Ratio=1.02024.05 | 2.2 | |
| FreeMatchNumber of labeled samples=400, Ratio=0.52024.05 | 1.4 |