Multi-label Class-Incremental Learning on MS-COCO B0-C5
83.1Last mAPJoint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| JointBuffer=None2026.01 | 83.1 | 77.6 | 80.1 | — | |
| DeCLIPType=M, Memory=02025.09 | 73.9 | 59.1 | 63.3 | 80.4 | |
| P2L-CABuffer=02026.01 | 70.8 | 68.7 | 66.3 | 76.3 | |
| MULTI-LANEType=M, Memory=02025.09 | 70.5 | 52.5 | 43.3 | 76.3 | |
| CSCType=M, Memory=02025.09 | 67.3 | 50.5 | 47.2 | 75 | |
| RebLLBuffer=5/class2026.01 | 65.5 | 56.1 | 54 | 72 | |
| RebLLBuffer=02026.01 | 63.5 | 53.5 | 51.9 | 71.7 | |
| RebLLType=M, Memory=02025.09 | 63.5 | 53.5 | 51.9 | 71.7 | |
| CSCBuffer=02026.01 | 63.4 | 50.7 | 50.1 | 71.1 | |
| MG-CLIPType=S, Memory=02025.09 | 59.2 | 22.3 | 22 | 69.4 | |
| PODNetBuffer=5/class2026.01 | 58.2 | 45.1 | 40.8 | 67.2 | |
| PODNetType=S, Memory=5/class2025.09 | 58.2 | 45.1 | 40.8 | 67.2 | |
| DER++Buffer=5/class2026.01 | 57.9 | 43.6 | 39.2 | 68.2 | |
| DER++Type=S, Memory=5/class2025.09 | 57.9 | 43.6 | 39.2 | 68.2 | |
| RAPFType=S, Memory=02025.09 | 53.7 | 48.1 | 39.1 | 63.4 | |
| AGCNBuffer=02026.01 | 53 | 43.2 | 41.1 | 64.4 | |
| AGCNType=M, Memory=02025.09 | 53 | 43.2 | 41.1 | 64.4 | |
| LwFBuffer=02026.01 | 50.6 | 36.3 | 41.1 | 66.2 | |
| KRTBuffer=02026.01 | 44.5 | 22.6 | 37.5 | 63.1 | |
| KRTType=M, Memory=02025.09 | 44.5 | 22.6 | 37.5 | 63.1 | |
| ERBuffer=5/class2026.01 | 40.1 | 32.9 | 32.3 | 54.6 | |
| ERType=S, Memory=5/class2025.09 | 40.1 | 32.9 | 32.3 | 54.6 | |
| Fine-TuningBuffer=None2026.01 | 22.5 | 15 | 23.6 | 48.1 | |
| CL-CLIPType=S, Memory=02025.09 | 4.4 | 6.6 | 7 | 7.7 |