Closed-set Classification on CIFAR-100 (20 / 80)
68.77AccuracyUAGreg
Evaluation Results
| Method | Links | |
|---|---|---|
| UAGregNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 68.77 | |
| DAC + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 68.03 | |
| DACNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 67.72 | |
| IOMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 67.63 | |
| CoMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 67.47 | |
| IOMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 67.32 | |
| SoftMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 66.82 | |
| FixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 66.75 | |
| SimMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 65.97 | |
| OpenMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 64.42 | |
| UAGregNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 64.02 | |
| OpenMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 63.78 | |
| IOMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 63.18 | |
| IOMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 63 | |
| Safe-StuNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 61.52 | |
| CoMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 61.05 | |
| DAC + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 60.1 | |
| SoftMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 58.88 | |
| DACNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 58.42 | |
| UAGregNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 57.92 | |
| MTCFNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 57.37 | |
| IOMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 56.75 | |
| SimMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 56.72 | |
| IOMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 56.48 | |
| FixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 55.87 | |
| MixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 55.82 | |
| OpenMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 55.82 | |
| OpenMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 55.78 | |
| Safe-StuNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 53.9 | |
| DAC + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 53.45 | |
| DACNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 53.3 | |
| SoftMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 53.17 | |
| CoMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 51.2 | |
| SimMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 49.58 | |
| FixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 47.68 | |
| MTCFNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 46.2 | |
| MixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 44.48 | |
| OpenMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 43.73 | |
| OpenMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 43.72 | |
| Safe-StuNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 43.7 | |
| Fully SupervisedNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 43.18 | |
| MTCFNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 33.95 | |
| MixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 32.47 | |
| Fully SupervisedNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 29 | |
| Fully SupervisedNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.06 | 22.72 |