Class-Incremental Learning on ImageNet 100 (Per-Task Accuracy T1-T10)
95.5Accuracy (T-10)Upper bound
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Upper boundCI setting=Class-Incremental2026.04 | 95.5 | — | — | — | — | — | — | — | — | — | |
| ProTPSPrompt=text*, CI setting=Class-Incremental2026.04 | 93.9 | 95.5 | 93.4 | 93.7 | 94 | 94.7 | 95.3 | 94.7 | 94.2 | 93.8 | |
| AttriCLIPPrompt=text, CI setting=Class-Incremental2026.04 | 83.3 | 95.4 | 89.4 | 84.5 | 86.7 | 84.4 | 86.6 | 85.9 | 85.6 | 86.9 | |
| HiDe-PromptPrompt=visual, CI setting=Class-Incremental2026.04 | 82.9 | 92.3 | 90.1 | 89.8 | 87.5 | 85.5 | 85.9 | 84.5 | 85.9 | 83.5 | |
| CoOp (1000)Prompt=text, CI setting=Class-Incremental2026.04 | 79.3 | 89.2 | 83.2 | 76.7 | 79.8 | 79.9 | 82.3 | 79.7 | 80.1 | 80.3 | |
| Continual-CLIPPrompt=text, CI setting=Class-Incremental2026.04 | 75.4 | 93.3 | 87.6 | 83.1 | 81.7 | 80.5 | 80.2 | 79.3 | 78.5 | 76.9 | |
| CODA-PPrompt=visual, CI setting=Class-Incremental2026.04 | 75.2 | 91.1 | 86.5 | 82.9 | 80.3 | 79.8 | 78.2 | 77.1 | 77.2 | 75.6 | |
| Zero-Shot CLIPPrompt=text, CI setting=Class-Incremental2026.04 | 75.1 | 91.8 | 89.2 | 89.3 | 91.1 | 92.2 | 92.6 | 90.9 | 79.3 | 78.5 | |
| DualPromptPrompt=visual, CI setting=Class-Incremental2026.04 | 52.6 | 72.5 | 60.8 | 55.7 | 54.3 | 53.2 | 53.6 | 53.8 | 53.3 | 52.8 | |
| L2PPrompt=visual, CI setting=Class-Incremental2026.04 | 48.3 | 60.9 | 53.5 | 49.8 | 48.6 | 47.2 | 48.1 | 49.5 | 49.7 | 48.1 |