Classification on CIFAR-10 50% seen 50% novel
94.9Seen AccuracyTRSSL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TRSSL2022.07 | 94.9 | 89.6 | 92.2 | |
| TRSSLLabeled data percentage=1%2022.07 | 92 | 91.1 | 91.6 | |
| TRSSLLabeled data percentage=5%2022.07 | 90.9 | 91.4 | 91.2 | |
| UNO2022.07 | 86.5 | 71.2 | 78.9 | |
| ORCA2022.07 | 82.8 | 85.5 | 84.1 | |
| UNOLabeled data percentage=5%2022.07 | 74.6 | 68.4 | 71.8 | |
| RankStats2022.07 | 71.4 | 63.9 | 66.7 | |
| DS3L2022.07 | 70.5 | 46.6 | 43.5 | |
| FixMatch2022.07 | 64.3 | 49.4 | 47.3 | |
| UNOLabeled data percentage=1%2022.07 | 48.4 | 67.1 | 52.6 | |
| DTC2022.07 | 42.7 | 31.8 | 32.4 |