Multi-label class-incremental learning on PASCAL VOC long-sequence B5-C3
93Average mAPDeCLIP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeCLIPType=M, Memory=02025.09 | 93 | 88.2 | 77.3 | 80.2 | |
| MULTI-LANEType=M, Memory=02025.09 | 92.1 | 87.1 | 66.9 | 56.8 | |
| MG-CLIPType=S, Memory=02025.09 | 90.7 | 82 | 35.2 | 27.2 | |
| CSCType=M, Memory=02025.09 | 88 | 82.1 | 62.5 | 56.6 | |
| RebLLType=M, Memory=02025.09 | 87.7 | 79.4 | 64.6 | 66.9 | |
| KRTType=M, Memory=02025.09 | 86.2 | 74.6 | 39.3 | 46.6 | |
| RAPFType=S, Memory=02025.09 | 83.5 | 68.4 | 50.1 | 46.1 | |
| AGCNType=M, Memory=02025.09 | 83.1 | 71.6 | 55.2 | 51.1 | |
| PODNetType=S, Memory=2/class2025.09 | 81.4 | 70.3 | 47.7 | 43.3 | |
| ERType=S, Memory=2/class2025.09 | 78.3 | 62.8 | 50.6 | 47.8 | |
| DER++Type=S, Memory=2/class2025.09 | 78 | 68.1 | 53.3 | 51.4 | |
| CL-CLIPType=S, Memory=02025.09 | 12.1 | 7.7 | 12.4 | 13.2 |