Open-set Semi-Supervised Learning on CIFAR-10 (6/4 known-unknown class split)
97.2AccuracyUnMixMatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UnMixMatchLabelled samples per class=4002023.06 | 97.2 | — | |
| UnMixMatchLabelled samples per class=1002023.06 | 96.8 | — | |
| UnMixMatchLabelled samples per class=502023.06 | 95.7 | — | |
| OpenMatchLabelled samples per class=4002023.06 | 94.1 | — | |
| OpenMatchLabelled samples per class=1002023.06 | 92.9 | — | |
| MTCLabelled samples per class=4002023.06 | 91 | — | |
| OpenMatchLabelled samples per class=502023.06 | 89.6 | — | |
| MTCLabelled samples per class=1002023.06 | 86.3 | — | |
| FixMatchLabelled samples per class=4002023.06 | 83.7 | — | |
| SupervisedLabelled samples per class=4002023.06 | 80 | — | |
| MTCLabelled samples per class=502023.06 | 79.7 | — | |
| FixMatchLabelled samples per class=1002023.06 | 70.2 | — | |
| SupervisedLabelled samples per class=1002023.06 | 69.5 | — | |
| SupervisedLabelled samples per class=502023.06 | 64.3 | — | |
| FixMatchLabelled samples per class=502023.06 | 56.8 | — | |
| FixMatchNo. of labeled samples=502021.05 | — | 43.2 | |
| FixMatchNo. of labeled samples=1002021.05 | — | 29.8 | |
| FixMatchNo. of labeled samples=4002021.05 | — | 16.3 | |
| Labeled OnlyNo. of labeled samples=502021.05 | — | 35.7 | |
| Labeled OnlyNo. of labeled samples=1002021.05 | — | 30.5 | |
| Labeled OnlyNo. of labeled samples=4002021.05 | — | 20 | |
| MTCNo. of labeled samples=502021.05 | — | 20.3 | |
| MTCNo. of labeled samples=1002021.05 | — | 13.7 | |
| MTCNo. of labeled samples=4002021.05 | — | 9 | |
| OpenMatchNo. of labeled samples=502021.05 | — | 10.4 | |
| OpenMatchNo. of labeled samples=1002021.05 | — | 7.1 | |
| OpenMatchNo. of labeled samples=4002021.05 | — | 5.9 |