Open-world Semi-Supervised Learning on CIFAR-100 (test)
73.32Overall AccuracyHOOD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HOODNo. of Labeled data=4002025.12 | 73.32 | — | — | — | — | |
| OpenMatchNo. of Labeled data=4002025.12 | 72.87 | — | — | — | — | |
| T2TNo. of Labeled data=4002025.12 | 71.96 | — | — | — | — | |
| MTCFNo. of Labeled data=4002025.12 | 69.46 | — | — | — | — | |
| OpenMatchNo. of Labeled data=1002025.12 | 68.46 | — | — | — | — | |
| HOODNo. of Labeled data=1002025.12 | 68.03 | — | — | — | — | |
| DS3LNo. of Labeled data=4002025.12 | 67.65 | — | — | — | — | |
| T2TNo. of Labeled data=1002025.12 | 67.58 | — | — | — | — | |
| HOODNo. of Labeled data=502025.12 | 66.39 | — | — | — | — | |
| UASDNo. of Labeled data=4002025.12 | 65.97 | — | — | — | — | |
| MTCFNo. of Labeled data=1002025.12 | 65.84 | — | — | — | — | |
| OpenMatchNo. of Labeled data=502025.12 | 65.76 | — | — | — | — | |
| T2TNo. of Labeled data=502025.12 | 65.16 | — | — | — | — | |
| TRSSLNovel class ratio=50%2022.07 | 64.7 | 80.2 | 49.3 | — | — | |
| DS3LNo. of Labeled data=1002025.12 | 64.35 | — | — | — | — | |
| MTCFNo. of Labeled data=502025.12 | 62.78 | — | — | — | — | |
| UASDNo. of Labeled data=1002025.12 | 61.68 | — | — | — | — | |
| DS3LNo. of Labeled data=502025.12 | 60.4 | — | — | — | — | |
| UASDNo. of Labeled data=502025.12 | 58.87 | — | — | — | — | |
| SORL2023.11 | 56.1 | 68.2 | — | — | 52 | |
| OpenCon2023.11 | 52.7 | 69.1 | — | — | 47.8 | |
| UNONovel class ratio=50%2022.07 | 51.5 | 68.3 | 36.5 | — | — | |
| ORCANovel class ratio=50%2022.07 | 48.1 | 66.9 | 43 | — | — | |
| ORCA2023.11 | 47.2 | 66.7 | — | — | 41 | |
| GCD2023.11 | 46.8 | 69.7 | — | — | 43.4 | |
| ORCANumber of novel classes=Unknown (estimated), Number of runs=32021.02 | 46.4 | 66.3 | 40 | 50.9 | — | |
| DS3LNovel class ratio=50%2022.07 | 24 | 55.1 | 23.7 | — | — | |
| DS3L2023.11 | 24 | 55.1 | — | — | 23.7 | |
| CGDL2023.11 | 23.6 | 49.3 | — | — | 22.5 | |
| CGDLNovel class ratio=50%2022.07 | 23.5 | 49.3 | 22.5 | — | — | |
| RankStatsNovel class ratio=50%2022.07 | 23.1 | 36.4 | 28.4 | — | — | |
| RankStats2023.11 | 23.1 | 36.4 | — | — | 28.4 | |
| SimCLRNovel class ratio=50%2022.07 | 22.3 | 28.6 | 21.1 | — | — | |
| SimCLR2023.11 | 22.3 | 28.6 | — | — | 21.2 | |
| RankStatsNumber of novel classes=Unknown (estimated), Number of runs=32021.02 | 20.3 | 33.7 | 22.1 | 37.4 | — | |
| FixMatchNovel class ratio=50%2022.07 | 20.3 | 39.6 | 23.5 | — | — | |
| FixMatch2023.11 | 20.3 | 39.6 | — | — | 23.5 | |
| DTCNovel class ratio=50%2022.07 | 18.3 | 31.3 | 22.9 | — | — | |
| DTC2023.11 | 18.3 | 31.3 | — | — | 22.9 | |
| DTCNumber of novel classes=Unknown (estimated), Number of runs=32021.02 | 14.5 | 30.7 | 15.4 | 33.7 | — |