Multi-Label Class-Incremental Learning on PASCAL VOC (B4-C2)
94.1Last mAPJoint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Joint2026.01 | 94.1 | — | — | — | |
| DeCLIPType=M, Memory=02025.09 | 83.6 | 90.8 | 71.8 | 74.4 | |
| MULTI-LANEType=M, Memory=02025.09 | 82.1 | 89.8 | 43.2 | 36.1 | |
| P2L-CA+PEFT=true, Buffer size=02026.01 | 79.9 | 88.2 | — | — | |
| P2L-CAPEFT=true, Buffer size=02026.01 | 78.7 | 87.3 | — | — | |
| MG-CLIPType=S, Memory=02025.09 | 77.9 | 85.2 | 24.6 | 25.1 | |
| CSCPEFT=false, Buffer size=02026.01 | 74.1 | 83.3 | — | — | |
| CSCType=M, Memory=02025.09 | 74.1 | 83.3 | 52.4 | 42.9 | |
| RebLLPEFT=false, Buffer size=02026.01 | 73.1 | 84.6 | — | — | |
| RebLLType=M, Memory=02025.09 | 73.1 | 84.6 | 57.2 | 60 | |
| CODAPEFT=true, Buffer size=02026.01 | 71.3 | 82.5 | — | — | |
| Dual-PromptPEFT=true, Buffer size=02026.01 | 70.6 | 82.2 | — | — | |
| L2PPEFT=true, Buffer size=02026.01 | 70.1 | 81.6 | — | — | |
| KRT*PEFT=false, Buffer size=02026.01 | 68.7 | 82.3 | — | — | |
| RAPFType=S, Memory=02025.09 | 66.2 | 80.8 | 27.3 | 25.7 | |
| PODNetPEFT=false, Buffer size=2/class2026.01 | 62.5 | 75.7 | — | — | |
| DER++PEFT=false, Buffer size=2/class2026.01 | 61.6 | 77 | — | — | |
| DER++Type=S, Memory=2/class2025.09 | 61.6 | 77 | 33.4 | 29.9 | |
| PODNetType=S, Memory=2/class2025.09 | 60.4 | 71.1 | 45.3 | 38.5 | |
| ERPEFT=false, Buffer size=2/class2026.01 | 57.9 | 73.7 | — | — | |
| AGCNPEFT=false, Buffer size=02026.01 | 53.4 | 72.1 | — | — | |
| AGCNType=M, Memory=02025.09 | 50.2 | 71.2 | 35.5 | 33.5 | |
| ERType=S, Memory=2/class2025.09 | 47.1 | 69.9 | 34.7 | 33.1 | |
| KRTType=M, Memory=02025.09 | 43.6 | 71 | 13.7 | 31 | |
| Fine-Tuning2026.01 | 37 | 60.4 | — | — | |
| CL-CLIPType=S, Memory=02025.09 | 7.7 | 12.9 | 12.4 | 13.2 |