Open-world Semi-Supervised Learning on CIFAR-100
66.9Seen AccuracyORCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ORCA2021.02 | 66.9 | 43 | 48.1 | |
| ORCA-FNM2021.02 | 58.2 | 40 | 44.3 | |
| ORCA-ZM2021.02 | 55.2 | 32 | 34.8 | |
| DS3LExtended to detect novel classes=true2021.02 | 55.1 | 23.7 | 24 | |
| ORCA2021.02 | 52.5 | 31.8 | 38.6 | |
| CGDLExtended to detect novel classes=true2021.02 | 49.3 | 22.5 | 23.5 | |
| FixMatchExtended to detect novel classes=true2021.02 | 39.6 | 23.5 | 20.3 | |
| RankStatsExtended to recognize seen classes=true2021.02 | 36.4 | 28.4 | 23.1 | |
| ORCA-ZMvariant=Zero-Margin2021.02 | 35.8 | 23.9 | 22.2 | |
| DS3L2021.02 | 33.7 | 15.8 | 15.1 | |
| ORCA-FNMvariant=Fixed Negative Margin2021.02 | 32.5 | 30.8 | 31.6 | |
| DTCExtended to recognize seen classes=true2021.02 | 31.3 | 22.9 | 18.3 | |
| FixMatchextended_for_novel_classes=true2021.02 | 30.9 | 18.5 | 15.3 | |
| SimCLRExtended to recognize seen classes=true2021.02 | 28.6 | 21.1 | 22.3 | |
| DTCextended_for_seen_classes=true2021.02 | 22.1 | 10.5 | 13.7 | |
| RankStatsextended_for_seen_classes=true2021.02 | 20.4 | 16.7 | 17.8 |