Open-set Recognition on ImageNet-30 (20 known 10 unknown)
88.74AccuracyDAC + GGR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DAC + GGRLabeled ratio=5%2026.06 | 88.74 | — | |
| DACLabeled ratio=5%2026.06 | 87.81 | — | |
| IOMatch + GGRLabeled ratio=5%2026.06 | 82.14 | — | |
| IOMatchLabeled ratio=5%2026.06 | 81.03 | — | |
| DAC + GGRLabeled ratio=1%2026.06 | 78.4 | — | |
| DACLabeled ratio=1%2026.06 | 77.78 | — | |
| IOMatch + GGRLabeled ratio=1%2026.06 | 75.46 | — | |
| IOMatchLabeled ratio=1%2026.06 | 74.88 | — | |
| OpenMatch + GGRLabeled ratio=5%2026.06 | 68.15 | — | |
| OpenMatchLabeled ratio=5%2026.06 | 61.51 | — | |
| OpenMatch + GGRLabeled ratio=1%2026.06 | 15.56 | — | |
| OpenMatchLabeled ratio=1%2026.06 | 14.75 | — | |
| FixMatchNo. of labeled samples=10%2021.05 | — | 88.6 | |
| Labeled OnlyNo. of labeled samples=10%2021.05 | — | 80.3 | |
| MTCNo. of labeled samples=10%2021.05 | — | 93.8 | |
| OpenMatchNo. of labeled samples=10%2021.05 | — | 96.4 |