Continual Generalized Category Discovery on TinyImageNet
85.86Accuracy (Offline, All)SimGCD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SimGCD2026.07 | 85.86 | 66.95 | 79.94 | 2 | 57.81 | 66.98 | 2.8 | 52.7 | 59.83 | 2.77 | 45.01 | 50.29 | 2.8 | 41.59 | 45.79 | 3.8 | |
| FRoST2026.07 | 85.86 | 75.15 | 78.56 | 58.1 | 65.64 | 67.83 | 52.5 | 51.32 | 54.31 | 30.4 | 48.22 | 52.14 | 16.9 | 40.15 | 42.73 | 16.9 | |
| GM2026.07 | 85.86 | 76.42 | 82.4 | 46.5 | 68.87 | 73.82 | 39.2 | 58.68 | 63.43 | 25.4 | 52.86 | 57.21 | 18.1 | 46.9 | 50.62 | 13.4 | |
| Happy2026.07 | 85.26 | 76.67 | 81.72 | 51.4 | 69.5 | 82.32 | 37.45 | 61.78 | 79.94 | 31.5 | 56.17 | 78.36 | 28.43 | 51.99 | 76.6 | 27.38 | |
| VC-CGCD2026.07 | 85.15 | 77.15 | 80.88 | 58.5 | 70.54 | 81.38 | 43.45 | 63.52 | 78.88 | 37.93 | 57.56 | 77.68 | 32.4 | 53.25 | 75.98 | 30.52 | |
| VanillaGCD2026.07 | 84.2 | 55.93 | 58.92 | 41 | 54.96 | 58.58 | 33.2 | 52.82 | 55.74 | 32.4 | 48.81 | 51.46 | 27.6 | 45.94 | 48.06 | 26.9 | |
| MetaGCD2026.07 | 84.2 | 60.88 | 64.9 | 40.8 | 57.2 | 61.03 | 34.2 | 54.36 | 57.19 | 34.6 | 50.83 | 53.59 | 28.8 | 48.14 | 50.16 | 30 | |
| KMeans2026.07 | 61.7 | 35.42 | 35.46 | 35.2 | 34.99 | 35.75 | 30.4 | 34.8 | 36.07 | 25.9 | 34.77 | 35.9 | 24.9 | 34.62 | 35.63 | 25.5 |