Continual Category Discovery on Caltech-101
91.85cACC (All)PromptCCD++
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptCCD++Backbone=DINOv22024.07 | 91.85 | 93.86 | 91.72 | |
| HappyBackbone=DINOv22024.07 | 88.27 | 90.98 | 87.69 | |
| PromptCCDBackbone=DINOv22024.07 | 83.86 | 87.93 | 81.42 | |
| PA-CGCDBackbone=DINOv22024.07 | 83.06 | 94.07 | 77.55 | |
| MetaGCDBackbone=DINOv22024.07 | 83.05 | 88.08 | 80.89 | |
| GCDBackbone=DINOv22024.07 | 83 | 88.65 | 79.8 | |
| PromptCCDBackbone=DINO2024.07 | 82.44 | 89.08 | 79.72 | |
| HappyBackbone=DINO2024.07 | 80.94 | 89.98 | 77.03 | |
| MetaGCDBackbone=DINO2024.07 | 80.75 | 89.02 | 75.86 | |
| GCDBackbone=DINO2024.07 | 78.27 | 86.6 | 72.92 | |
| PA-CGCDBackbone=DINO2024.07 | 77.96 | 94.75 | 69.66 | |
| ORCABackbone=DINO2024.07 | 76.77 | 82.8 | 73.2 | |
| GCD w/replayBackbone=DINO2024.07 | 76.51 | 86.14 | 72.48 | |
| Grow & MergeBackbone=DINO2024.07 | 75.75 | 83.66 | 71.59 | |
| SimGCD w/replayBackbone=DINO2024.07 | 49.38 | 52.72 | 47.99 | |
| SimGCDBackbone=DINO2024.07 | 33.65 | 37.53 | 31.62 |