Open-world Semi-Supervised Learning on CIFAR-10
96.8Accuracy (Seen)TRSSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRSSLNovel class ratio=50%2022.07 | 96.8 | 92.8 | 94.8 | |
| UNONovel class ratio=50%2022.07 | 91.6 | 69.3 | 80.5 | |
| ORCA2021.02 | 88.2 | 90.4 | 89.7 | |
| ORCANovel class ratio=50%2022.07 | 88.2 | 90.4 | 89.7 | |
| ORCA-FNM2021.02 | 88 | 88.2 | 88.1 | |
| ORCA-ZM2021.02 | 87.6 | 86.6 | 86.9 | |
| RankStatsExtended to recognize seen classes=true2021.02 | 86.6 | 81 | 82.9 | |
| RankStatsNovel class ratio=50%2022.07 | 86.6 | 81 | 82.9 | |
| ORCA2021.02 | 82.8 | 85.5 | 84.1 | |
| ORCA-ZMvariant=Zero-Margin2021.02 | 82.7 | 70.6 | 72.4 | |
| ORCA-FNMvariant=Fixed Negative Margin2021.02 | 77.9 | 71.8 | 74.8 | |
| DS3LExtended to detect novel classes=true2021.02 | 77.6 | 45.3 | 40.2 | |
| DS3LNovel class ratio=50%2022.07 | 77.6 | 45.3 | 40.2 | |
| CGDLExtended to detect novel classes=true2021.02 | 72.3 | 44.6 | 39.7 | |
| CGDLNovel class ratio=50%2022.07 | 72.3 | 44.6 | 39.7 | |
| FixMatchExtended to detect novel classes=true2021.02 | 71.5 | 50.4 | 49.5 | |
| FixMatchNovel class ratio=50%2022.07 | 71.5 | 50.4 | 49.5 | |
| RankStatsextended_for_seen_classes=true2021.02 | 71.4 | 63.9 | 66.7 | |
| DS3L2021.02 | 70.5 | 46.6 | 43.5 | |
| FixMatch2021.02 | 64.3 | 49.4 | 47.3 | |
| SimCLRExtended to recognize seen classes=true2021.02 | 58.3 | 63.4 | 51.7 | |
| SimCLRNovel class ratio=50%2022.07 | 58.3 | 63.4 | 51.7 | |
| DTCExtended to recognize seen classes=true2021.02 | 53.9 | 39.5 | 38.3 | |
| DTCNovel class ratio=50%2022.07 | 53.9 | 39.5 | 38.3 | |
| DTCextended_for_seen_classes=true2021.02 | 42.7 | 31.8 | 32.4 |