Classification on ImageNet 30 20-10 class split Closed-set (test)
93.33AccuracyDAC + GGR
Evaluation Results
| Method | Links | |
|---|---|---|
| DAC + GGRLabeled ratio=5%2026.06 | 93.33 | |
| DACLabeled ratio=5%2026.06 | 93.25 | |
| SimMatchLabeled ratio=5%2026.06 | 91.88 | |
| CoMatchLabeled ratio=5%2026.06 | 91.17 | |
| UAGregLabeled ratio=5%2026.06 | 91.02 | |
| IOMatch + GGRLabeled ratio=5%2026.06 | 90.82 | |
| IOMatchLabeled ratio=5%2026.06 | 90.32 | |
| SoftMatchLabeled ratio=5%2026.06 | 90 | |
| FixMatchLabeled ratio=5%2026.06 | 88.82 | |
| Safe-StudentLabeled ratio=5%2026.06 | 88.42 | |
| OpenMatch + GGRLabeled ratio=5%2026.06 | 87.43 | |
| DAC + GGRLabeled ratio=1%2026.06 | 87.4 | |
| OpenMatchLabeled ratio=5%2026.06 | 86.72 | |
| DACLabeled ratio=1%2026.06 | 86.4 | |
| IOMatch + GGRLabeled ratio=1%2026.06 | 85.9 | |
| IOMatchLabeled ratio=1%2026.06 | 85.18 | |
| CoMatchLabeled ratio=1%2026.06 | 83.72 | |
| SimMatchLabeled ratio=1%2026.06 | 82.78 | |
| SoftMatchLabeled ratio=1%2026.06 | 81.18 | |
| UAGregLabeled ratio=1%2026.06 | 80.28 | |
| MixMatchLabeled ratio=5%2026.06 | 76.97 | |
| FixMatchLabeled ratio=1%2026.06 | 73.92 | |
| MTCFLabeled ratio=5%2026.06 | 71.62 | |
| Safe-StudentLabeled ratio=1%2026.06 | 71.47 | |
| OpenMatch + GGRLabeled ratio=1%2026.06 | 59.15 | |
| OpenMatchLabeled ratio=1%2026.06 | 58.55 | |
| Fully SupervisedLabeled ratio=5%2026.06 | 56.08 | |
| MixMatchLabeled ratio=1%2026.06 | 51.42 | |
| MTCFLabeled ratio=1%2026.06 | 49.33 | |
| Fully SupervisedLabeled ratio=1%2026.06 | 31.87 |