Continual Generalized Category Discovery on ImageNet-100
96.21Accuracy (Offline, All)VC-CGCD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VC-CGCD2026.07 | 96.21 | 91.1 | 95.52 | 69 | 86.31 | 94.72 | 65.3 | 83.33 | 93.96 | 65.6 | 78.6 | 92.24 | 61.55 | 76.72 | 91.88 | 61.55 | |
| SimGCD2026.07 | 96.2 | 79.67 | 91.68 | 19.6 | 70.23 | 78.83 | 18.6 | 61.9 | 67.43 | 23.2 | 56.67 | 60.92 | 22.6 | 52.9 | 56.4 | 21.4 | |
| FRoST2026.07 | 96.2 | 87.5 | 92.96 | 60.2 | 79.63 | 83.37 | 57.2 | 76.78 | 77 | 75.2 | 66.18 | 68.65 | 46.4 | 63.82 | 66.4 | 40.6 | |
| GM2026.07 | 96.2 | 89.53 | 95.04 | 62 | 82.34 | 86.93 | 54.8 | 77.97 | 79.17 | 69.6 | 72.8 | 74.65 | 58 | 71.08 | 71.76 | 65 | |
| Happy2026.07 | 96.16 | 91.03 | 95.16 | 70.4 | 85.46 | 93.56 | 65.2 | 83.07 | 92.92 | 66.67 | 76.96 | 93.24 | 56.6 | 74.98 | 92.4 | 57.56 | |
| VanillaGCD2026.07 | 95.96 | 70.13 | 72.92 | 56.2 | 69.37 | 73.47 | 44.8 | 68.5 | 70.63 | 53.6 | 65.56 | 67.85 | 47.2 | 64.54 | 67.44 | 38.4 | |
| MetaGCD2026.07 | 95.96 | 75.27 | 78.2 | 60.6 | 73.79 | 75.93 | 54.9 | 69.35 | 72.2 | 49.4 | 67.22 | 70.1 | 44.2 | 66.68 | 69.31 | 43 | |
| KMeans2026.07 | 85.56 | 54.9 | 57.04 | 44.2 | 54.73 | 56.37 | 44.9 | 54.67 | 56.66 | 40.8 | 54.63 | 56.25 | 41.7 | 53.92 | 56.18 | 33.6 |