Image Classification on CIFAR100 Labeled-Domain (L)
76.4AccuracyRM-SSFA
Evaluation results
| Method | Links | |
|---|---|---|
| RM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 76.4 | |
| ReMixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 75.5 | |
| RM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 71 | |
| SM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 70.3 | |
| FreeM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 70.2 | |
| FM-SSFANumber of labeled samples=10000, Ratio=1.02024.05 | 69.1 | |
| ReMixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 68.4 | |
| SoftMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 68.3 | |
| FreeMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 67 | |
| FixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 65.3 | |
| CDANNumber of labeled samples=10000, Ratio=1.02024.05 | 62.6 | |
| SM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 62.6 | |
| FreeM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 62 | |
| SupervisedNumber of labeled samples=10000, Ratio=1.02024.05 | 61.6 | |
| DANNNumber of labeled samples=10000, Ratio=1.02024.05 | 61.4 | |
| MixMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 60.3 | |
| FM-SSFANumber of labeled samples=4000, Ratio=1.02024.05 | 60.2 | |
| SoftMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 58.3 | |
| FreeMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 55.2 | |
| FixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 53 | |
| SupervisedNumber of labeled samples=4000, Ratio=1.02024.05 | 48 | |
| CDANNumber of labeled samples=4000, Ratio=1.02024.05 | 47.1 | |
| DANNNumber of labeled samples=4000, Ratio=1.02024.05 | 46.7 | |
| MixMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 46.4 | |
| RM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 43.1 | |
| RM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 43 | |
| SM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 40.8 | |
| ReMixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 39.6 | |
| ReMixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 39.2 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 37.6 | |
| FM-SSFANumber of labeled samples=400, Ratio=0.52024.05 | 37 | |
| SoftMatchNumber of labeled samples=400, Ratio=0.52024.05 | 35.5 | |
| FreeMatchNumber of labeled samples=400, Ratio=0.52024.05 | 35 | |
| SM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 31.1 | |
| FreeM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 27.5 | |
| AdaMatchNumber of labeled samples=10000, Ratio=1.02024.05 | 26.7 | |
| FM-SSFANumber of labeled samples=400, Ratio=1.02024.05 | 25.7 | |
| FixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 23.8 | |
| SoftMatchNumber of labeled samples=400, Ratio=1.02024.05 | 19.4 | |
| AdaMatchNumber of labeled samples=4000, Ratio=1.02024.05 | 19.1 | |
| FreeMatchNumber of labeled samples=400, Ratio=1.02024.05 | 17.4 | |
| FixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 15.7 | |
| MixMatchNumber of labeled samples=400, Ratio=1.02024.05 | 15.4 | |
| CDANNumber of labeled samples=400, Ratio=0.52024.05 | 11.6 | |
| CDANNumber of labeled samples=400, Ratio=1.02024.05 | 11.6 | |
| DANNNumber of labeled samples=400, Ratio=1.02024.05 | 11.4 | |
| DANNNumber of labeled samples=400, Ratio=0.52024.05 | 11.3 | |
| MixMatchNumber of labeled samples=400, Ratio=0.52024.05 | 10.7 | |
| SupervisedNumber of labeled samples=400, Ratio=0.52024.05 | 10.6 | |
| SupervisedNumber of labeled samples=400, Ratio=1.02024.05 | 10.6 | |
| AdaMatchNumber of labeled samples=400, Ratio=0.52024.05 | 6.8 | |
| AdaMatchNumber of labeled samples=400, Ratio=1.02024.05 | 6 |