Class-Incremental Learning on ImageNetR-LT 10-task setting
76.1A_lastOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursBackbone=ViT-B/162026.03 | 76.1 | — | — | 1.6 | |
| MG-CLIPBackbone=ViT-B/162026.03 | 72.2 | — | — | 1.7 | |
| RAPFBackbone=ViT-B/162026.03 | 72 | — | — | 1.9 | |
| APARTBackbone=ViT-B/162026.03 | 71.8 | — | — | 1.5 | |
| DAPBackbone=ViT-B/162026.03 | 71.4 | — | — | 1.9 | |
| GMMBackbone=ViT-B/162026.03 | 71.2 | — | — | 2.1 | |
| CODAPromptBackbone=ViT-B/162026.03 | 71.1 | — | — | 3 | |
| DualPromptBackbone=ViT-B/162026.03 | 68.9 | — | — | 3.1 | |
| L2PBackbone=ViT-B/162026.03 | 67.6 | — | — | 4.8 | |
| PriViLegeBackbone=ViT-B/162026.03 | 62.7 | — | — | 3.6 | |
| ISPCBackbone=ViT-B/162026.03 | 57 | — | — | 5.6 | |
| PODNET + GVAlignBackbone=ViT-B/162026.03 | 53.6 | — | — | 6.1 | |
| PODNET + LWSBackbone=ViT-B/162026.03 | 49.7 | — | — | 6.3 | |
| LFM+MMSBackbone=ViT-B/162026.03 | 24.7 | — | — | 26.7 | |
| CODAPromptTAL integration=false2026.03 | — | 70.61 | 53.6 | — | |
| CODAPrompt + TALTAL integration=true2026.03 | — | 72.86 | 58 | — | |
| DualPromptTAL integration=false2026.03 | — | 65.14 | 46.52 | — | |
| DualPrompt + TALTAL integration=true2026.03 | — | 66 | 50.06 | — | |
| L2PTAL integration=false2026.03 | — | 69.94 | 54.52 | — | |
| L2P + TALTAL integration=true2026.03 | — | 71.63 | 60.47 | — | |
| LAETAL integration=false2026.03 | — | 69.54 | 56 | — | |
| LAE + TALTAL integration=true2026.03 | — | 71 | 58.64 | — | |
| MOSTAL integration=false2026.03 | — | 68.73 | 55.44 | — | |
| MOS + TALTAL integration=true2026.03 | — | 70.31 | 58.77 | — |