Novel Class Discovery on CIFAR-10 (test)
94.9Seen AccTRSSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRSSLNovel class ratio=50%, Labeled ratio=10%2024.11 | 94.9 | 89.6 | 92.2 | |
| OwMatch+Novel class ratio=50%, Labeled ratio=10%2024.11 | 94.4 | 96.2 | 95.3 | |
| OpenLDNNovel class ratio=50%, Labeled ratio=10%2024.11 | 92.4 | 93.2 | 92.8 | |
| NACHNovel class ratio=50%, Labeled ratio=10%2024.11 | 91.8 | 89.4 | 90.6 | |
| OwMatchNovel class ratio=50%, Labeled ratio=10%2024.11 | 89.3 | 92.2 | 90.7 | |
| UNONovel class ratio=50%, Labeled ratio=10%2024.11 | 86.5 | 71.2 | 78.9 | |
| ORCANovel class ratio=50%, Labeled ratio=10%2024.11 | 82.8 | 85.5 | 84.1 | |
| RankStatsNovel class ratio=50%, Labeled ratio=10%2024.11 | 71.4 | 63.9 | 66.7 | |
| DS³LNovel class ratio=50%, Labeled ratio=10%2024.11 | 70.5 | 46.6 | 43.5 | |
| FixMatchNovel class ratio=50%, Labeled ratio=10%2024.11 | 64.3 | 49.4 | 47.3 | |
| DTCNovel class ratio=50%, Labeled ratio=10%2024.11 | 42.7 | 31.8 | 32.4 |