Multi-Label Class-Incremental Learning on PASCAL VOC B5-C3
0.941Last mAPJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint2026.01 | 0.941 | — | |
| P2L-CA+PEFT=true, Buffer size=02026.01 | 0.858 | 91.3 | |
| P2L-CAPEFT=true, Buffer size=02026.01 | 0.844 | 90.4 | |
| CSCPEFT=false, Buffer size=02026.01 | 0.821 | 88 | |
| CODAPEFT=true, Buffer size=02026.01 | 0.804 | 88 | |
| Dual-PromptPEFT=true, Buffer size=02026.01 | 0.797 | 87.5 | |
| RebLLPEFT=false, Buffer size=02026.01 | 0.794 | 87.7 | |
| L2PPEFT=true, Buffer size=02026.01 | 0.792 | 86.9 | |
| KRT*PEFT=false, Buffer size=02026.01 | 0.785 | 88.3 | |
| PODNetPEFT=false, Buffer size=2/class2026.01 | 0.703 | 81.4 | |
| AGCNPEFT=false, Buffer size=02026.01 | 0.692 | 80.9 | |
| DER++PEFT=false, Buffer size=2/class2026.01 | 0.681 | 78 | |
| ERPEFT=false, Buffer size=2/class2026.01 | 0.653 | 79 | |
| Fine-Tuning2026.01 | 0.494 | 74.4 |