Open-world Semi-Supervised Learning on ImageNet 100
89.1Seen AccuracyORCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ORCA2021.02 | 89.1 | 72.1 | 77.8 | |
| ORCA2021.02 | 83.9 | 60.5 | 69.7 | |
| ORCA-ZM2021.02 | 80.4 | 43.7 | 55.1 | |
| ORCA-ZMvariant=Zero-Margin2021.02 | 78.9 | 41.4 | 50.3 | |
| ORCA-FNM2021.02 | 73 | 66.2 | 68.9 | |
| DS3LExtended to detect novel classes=true2021.02 | 71.2 | 32.5 | 30.8 | |
| CGDLExtended to detect novel classes=true2021.02 | 67.3 | 33.8 | 31.9 | |
| ORCA-FNMvariant=Fixed Negative Margin2021.02 | 66.1 | 57.7 | 62.3 | |
| FixMatchExtended to detect novel classes=true2021.02 | 65.8 | 36.7 | 34.9 | |
| DS3L2021.02 | 64.3 | 28.1 | 25.9 | |
| FixMatch2021.02 | 60.9 | 33.7 | 30.2 | |
| RankStatsExtended to recognize seen classes=true2021.02 | 47.3 | 28.7 | 40.3 | |
| RankStatsextended_for_seen_classes=true2021.02 | 41.2 | 26.8 | 37.4 | |
| SimCLRExtended to recognize seen classes=true2021.02 | 39.5 | 35.7 | 36.9 | |
| DTCExtended to recognize seen classes=true2021.02 | 25.6 | 20.8 | 21.3 | |
| DTCextended_for_seen_classes=true2021.02 | 24.5 | 17.8 | 19.3 |