Generalized Novel Class Discovery on Tiny-ImageNet (test)
68.8Seen AccuracyOwMatch+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OwMatch+Label Ratio=50%2024.11 | 68.8 | 42.4 | 55 | |
| OwMatchLabel Ratio=50%2024.11 | 62.9 | 38.9 | 50.6 | |
| TRSSLLabel Ratio=50%2024.11 | 59.1 | 24.2 | 41.7 | |
| OpenLDNLabel Ratio=50%2024.11 | 58.3 | 25.5 | 41.9 | |
| OwMatch+Label Ratio=10%2024.11 | 55.8 | 33.3 | 43.3 | |
| UNOLabel Ratio=50%2024.11 | 46.5 | 15.7 | 30.3 | |
| OwMatchLabel Ratio=10%2024.11 | 44.8 | 25.4 | 34.7 | |
| TRSSLLabel Ratio=10%2024.11 | 39.5 | 20.5 | 30.3 | |
| DTCLabel Ratio=50%2024.11 | 28.8 | 16.3 | 19.9 | |
| UNOLabel Ratio=10%2024.11 | 28.4 | 14.4 | 20.4 | |
| DTCLabel Ratio=10%2024.11 | 13.5 | 12.7 | 11.5 | |
| RankStatsLabel Ratio=10%2024.11 | 9.6 | 8.9 | 6.4 | |
| RankStatsLabel Ratio=50%2024.11 | 5.7 | 5.4 | 3.4 |