Multi-label class-incremental learning on MS-COCO B20-C4
83.1mAP (Last)Joint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| JointBuffer=None2026.01 | 83.1 | 77.6 | 80.1 | — | |
| DeCLIPType=M, Memory=02025.09 | 73.8 | 54.2 | 58.3 | 79.6 | |
| MULTI-LANEType=M, Memory=02025.09 | 71 | 50.8 | 40.6 | 76.3 | |
| P2L-CABuffer=02026.01 | 70.5 | 69.2 | 64.8 | 75.7 | |
| MG-CLIPType=S, Memory=02025.09 | 65.8 | 46.9 | 42.6 | 70.6 | |
| CSCType=M, Memory=02025.09 | 65.5 | 48.4 | 44.2 | 72.6 | |
| RebLLBuffer=5/class2026.01 | 62.8 | 53.3 | 53 | 71.2 | |
| CSCBuffer=02026.01 | 60.6 | 44.5 | 43 | 69.8 | |
| RebLLBuffer=02026.01 | 60.1 | 51.3 | 49.2 | 69.2 | |
| RebLLType=M, Memory=02025.09 | 60.1 | 51.3 | 49.2 | 69.2 | |
| PODNetBuffer=5/class2026.01 | 58.4 | 44 | 39.1 | 67.7 | |
| PODNetType=S, Memory=5/class2025.09 | 58.4 | 44 | 39.1 | 67.7 | |
| DER++Buffer=5/class2026.01 | 57.3 | 41.4 | 35.5 | 65.5 | |
| DER++Type=S, Memory=5/class2025.09 | 57.3 | 41.4 | 35.5 | 65.5 | |
| AGCNBuffer=02026.01 | 55.6 | 44.2 | 39.6 | 65.7 | |
| AGCNType=M, Memory=02025.09 | 55.6 | 44.2 | 39.6 | 65.7 | |
| RAPFType=S, Memory=02025.09 | 53.3 | 41.7 | 35.4 | 62.2 | |
| KRTBuffer=02026.01 | 45.2 | 17.6 | 33 | 64 | |
| KRTType=M, Memory=02025.09 | 45.2 | 17.6 | 33 | 64 | |
| ERBuffer=5/class2026.01 | 41.9 | 32.9 | 29.8 | 53 | |
| ERType=S, Memory=5/class2025.09 | 41.9 | 32.9 | 29.8 | 53 | |
| LwFBuffer=02026.01 | 34.6 | 17.3 | 31.8 | 55.4 | |
| Fine-TuningBuffer=None2026.01 | 19.4 | 10.9 | 13.4 | 36.5 | |
| CL-CLIPType=S, Memory=02025.09 | 4.4 | 6.6 | 7 | 5.7 |