Closed-set Classification on CIFAR-10 (6 4)
93.64AccuracyIOMatch + GGR
Evaluation results
| Method | Links | |
|---|---|---|
| IOMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 93.64 | |
| IOMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 93.61 | |
| FixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 93.47 | |
| DAC + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 93.25 | |
| DACNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 93.02 | |
| CoMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 92.78 | |
| IOMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 92.62 | |
| DAC + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 92.56 | |
| IOMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 91.87 | |
| DACNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 91.66 | |
| UAGregNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 91.48 | |
| IOMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 91.16 | |
| FixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 90.74 | |
| SimMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 90.74 | |
| IOMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 89.87 | |
| CoMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 89.86 | |
| DAC + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 87.63 | |
| UAGregNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 87.11 | |
| DACNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 86.69 | |
| SoftMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 86.45 | |
| SimMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 86.31 | |
| UAGregNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 85.78 | |
| CoMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 84.83 | |
| FixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 83.65 | |
| SoftMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 83.18 | |
| Safe-StuNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 82.27 | |
| SoftMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 80.51 | |
| SimMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 79.3 | |
| OpenMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 65.23 | |
| OpenMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 64.73 | |
| Safe-StuNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 61.21 | |
| MixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 58.24 | |
| MTCFNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 56.04 | |
| OpenMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 52.75 | |
| OpenMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 51.21 | |
| Safe-StuNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 50.16 | |
| OpenMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 47.38 | |
| OpenMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 47.26 | |
| MTCFNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 45.62 | |
| MixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 44.27 | |
| MTCFNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 40.66 | |
| Fully SupervisedNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 38.33 | |
| MixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 37.95 | |
| Fully SupervisedNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 29.3 | |
| Fully SupervisedNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=6 / 42026.06 | 26.72 |