Multi-Label Class-Incremental Learning on PASCAL VOC B10-C2
94.1Last mAPJoint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Joint2026.01 | 94.1 | — | — | — | |
| DeCLIPType=M, Backbone=CLIP2025.09 | 88.7 | 93.5 | 74.8 | 73.7 | |
| MULTI-LANEType=M, Backbone=ViT2025.09 | 88 | 93 | 63.8 | 49.4 | |
| P2L-CA+PEFT=true, Buffer size=02026.01 | 86.9 | 92.9 | — | — | |
| P2L-CAPEFT=true, Buffer size=02026.01 | 86.4 | 92.2 | — | — | |
| MG-CLIPType=S, Memory=0, Backbone=CLIP2025.09 | 86.4 | 90.8 | 52.8 | 53.5 | |
| CSCPEFT=false, Buffer size=02026.01 | 83.8 | 89 | — | — | |
| CSCType=M, Memory=0, Backbone=TResNetM2025.09 | 83.8 | 89 | 62 | 47.2 | |
| CODA-PType=S, Memory=0, Backbone=ViT2025.09 | 83.4 | 89.1 | 59.8 | 54 | |
| DualPromptType=S, Memory=0, Backbone=ViT2025.09 | 83 | 88.5 | 57.5 | 52.2 | |
| L2PPEFT=true, Buffer size=02026.01 | 82.2 | 87.1 | — | — | |
| CODAPEFT=true, Buffer size=02026.01 | 82 | 89.7 | — | — | |
| HCPPEFT=false, Buffer size=02026.01 | 81.9 | 90.1 | — | — | |
| HCPType=M, Memory=0, Backbone=TResNetM2025.09 | 81.9 | 90.1 | — | — | |
| Dual-PromptPEFT=true, Buffer size=02026.01 | 81.8 | 87.8 | — | — | |
| MOE4CLType=S, Memory=0, Backbone=CLIP2025.09 | 81 | 84 | 57.6 | 55.1 | |
| KRT*PEFT=false, Buffer size=02026.01 | 80.9 | 88.5 | — | — | |
| RebLLType=M, Memory=0, Backbone=TResNetM2025.09 | 80.9 | 88.8 | 64.1 | 66.1 | |
| DPAType=M, Backbone=CLIP2025.09 | 79 | 88.5 | — | — | |
| KRTType=M, Memory=0, Backbone=TResNetM2025.09 | 72 | 84.9 | 25.8 | 38.7 | |
| PODNetPEFT=false, Buffer size=2/class2026.01 | 71.4 | 81.2 | — | — | |
| DER++PEFT=false, Buffer size=2/class2026.01 | 70.6 | 82.3 | — | — | |
| RAPFType=S, Memory=0, Backbone=CLIP2025.09 | 68.7 | 80.3 | 39.2 | 38.5 | |
| ERPEFT=false, Buffer size=2/class2026.01 | 68.6 | 81.5 | — | — | |
| DER++Type=S, Backbone=TResNetM2025.09 | 67.1 | 81.6 | 55.5 | 45.9 | |
| PODNetType=S, Memory=2/class, Backbone=TResNetM2025.09 | 66.2 | 80.2 | 54.3 | 40.8 | |
| AGCNPEFT=false, Buffer size=02026.01 | 65.1 | 79.4 | — | — | |
| ERType=S, Memory=2/class, Backbone=TResNetM2025.09 | 64.3 | 78.8 | 40.8 | 37.6 | |
| CLAPType=S, Memory=0, Backbone=CLIP2025.09 | 60.3 | 66.6 | 68.6 | 62.5 | |
| Fine-Tuning2026.01 | 43 | 70.1 | — | — | |
| CL-CLIPType=S, Memory=0, Backbone=CLIP2025.09 | 7.7 | 9.4 | 12.4 | 13.2 |