Novel Class Discovery on Tiny-ImageNet
72.44Accuracy (Seen)PA-CGCD
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PA-CGCDEst. method=GPC, Backbone=DINO2024.07 | 72.44 | 43.38 | 50.55 | — | — | — | — | — | — | |
| MetaGCDEst. method=GPC, Backbone=DINO2024.07 | 68.33 | 50.99 | 56.21 | — | — | — | — | — | — | |
| GCDEst. method=GPC, Backbone=DINO2024.07 | 65.04 | 52.15 | 55.28 | — | — | — | — | — | — | |
| PromptCCD-UEst. method=GPC, Backbone=DINO2024.07 | 64.57 | 55.37 | 57.76 | — | — | — | — | — | — | |
| Grow & MergeEst. method=GPC, Backbone=DINO2024.07 | 57.87 | 51 | 52.4 | — | — | — | — | — | — | |
| CombEmb2021.06 | 53.76 | 27.41 | 43.73 | 63.91 | 54.07 | 59.01 | 33.43 | 17.7 | 23.4 | |
| ORCA2021.06 | 47.46 | 22.55 | 38.58 | 60.26 | 49.08 | 55.23 | 27.62 | 13.37 | 19.72 | |
| GCD2021.06 | 45.77 | 20.59 | 38.03 | 61.58 | 49.74 | 56.54 | 27.21 | 11.45 | 19.32 | |
| NCLextended_classifier_dimensionality=true2021.06 | 35.27 | 18.9 | 31.18 | 55.08 | 47.16 | 51.1 | 17.89 | 10.01 | 12.85 | |
| RankStatsextended_classifier_dimensionality=true2021.06 | 31.49 | 19.75 | 26.87 | 54.76 | 47.52 | 51.14 | 16.16 | 9.86 | 11.87 | |
| DualRankextended_classifier_dimensionality=true2021.06 | 29.76 | 18.93 | 26.7 | 53.86 | 48.03 | 50.53 | 14.88 | 9.69 | 11.08 | |
| DTCextended_classifier_dimensionality=true2021.06 | 16.76 | 14.47 | 16.19 | 34.41 | 32.7 | 32.19 | 7.23 | 7.72 | 5.72 |