Multi-Label Class-Incremental Learning on PASCAL VOC B0-C4
94.1Last mAPJoint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Joint2026.01 | 94.1 | — | — | — | |
| DeCLIPType=M, Backbone=CLIP2025.09 | 90.7 | 95.1 | 81.7 | 82.7 | |
| MULTI-LANEType=M, Backbone=ViT2025.09 | 88.8 | 93.5 | 74.8 | 69.9 | |
| P2L-CA+PEFT=true, Buffer size=02026.01 | 88.1 | 93.9 | — | — | |
| DPAType=M, Backbone=CLIP2025.09 | 88.1 | 93.5 | — | — | |
| HCPPEFT=false, Buffer size=02026.01 | 87.9 | 92.9 | — | — | |
| HCPType=M, Memory=0, Backbone=TResNetM2025.09 | 87.9 | 92.9 | — | — | |
| P2L-CAPEFT=true, Buffer size=02026.01 | 87.1 | 93.2 | — | — | |
| MG-CLIPType=S, Memory=0, Backbone=CLIP2025.09 | 85.4 | 92.5 | 72.7 | 64.4 | |
| CSCPEFT=false, Buffer size=02026.01 | 85.1 | 90.4 | — | — | |
| CSCType=M, Memory=0, Backbone=TResNetM2025.09 | 85.1 | 90.4 | 67.7 | 62.2 | |
| RebLLType=M, Memory=0, Backbone=TResNetM2025.09 | 85.1 | 91.4 | 72.6 | 75.8 | |
| KRTType=M, Memory=0, Backbone=TResNetM2025.09 | 84.2 | 91.8 | 60.1 | 59.8 | |
| CODA-PType=S, Memory=0, Backbone=ViT2025.09 | 84 | 90.3 | 65.5 | 62.1 | |
| CODAPEFT=true, Buffer size=02026.01 | 83.7 | 89.9 | — | — | |
| DualPromptType=S, Memory=0, Backbone=ViT2025.09 | 83.4 | 89.9 | 60.6 | 58.9 | |
| MOE4CLType=S, Memory=0, Backbone=CLIP2025.09 | 83.1 | 86.4 | 75.5 | 70.6 | |
| L2PPEFT=true, Buffer size=02026.01 | 82.9 | 89.7 | — | — | |
| Dual-PromptPEFT=true, Buffer size=02026.01 | 82.9 | 89.6 | — | — | |
| KRT*PEFT=false, Buffer size=02026.01 | 81.8 | 89.3 | — | — | |
| PODNetPEFT=false, Buffer size=2/class2026.01 | 76.6 | 88.1 | — | — | |
| DER++PEFT=false, Buffer size=2/class2026.01 | 76.1 | 87.9 | — | — | |
| DER++Type=S, Backbone=TResNetM2025.09 | 74.4 | 84.9 | 59.8 | 56.4 | |
| AGCNPEFT=false, Buffer size=02026.01 | 73.4 | 84.3 | — | — | |
| PODNetType=S, Memory=2/class, Backbone=TResNetM2025.09 | 72.3 | 84.1 | 52 | 50.3 | |
| ERPEFT=false, Buffer size=2/class2026.01 | 71.5 | 86.1 | — | — | |
| RAPFType=S, Memory=0, Backbone=CLIP2025.09 | 71.2 | 84.6 | 67.7 | 66.6 | |
| CLAPType=S, Memory=0, Backbone=CLIP2025.09 | 68.3 | 77.9 | 75.6 | 72.8 | |
| CUTERType=M, Memory=1000, Backbone=TResNetM2025.09 | 67.9 | 82.1 | 51.4 | 60 | |
| ERType=S, Memory=2/class, Backbone=TResNetM2025.09 | 67.7 | 82.6 | 47.2 | 47.2 | |
| Fine-Tuning2026.01 | 62.9 | 82.1 | — | — | |
| OCDMType=M, Backbone=TResNetM2025.09 | 45.4 | 76.1 | 36.4 | 40.5 | |
| CL-CLIPType=S, Memory=0, Backbone=CLIP2025.09 | 7.7 | 13.8 | 12.4 | 13.2 |