Multi-label class-incremental learning on MS-COCO 2014 (B0-C10)
84Avg. mAPDeCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeCLIPBackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.09 | 84 | 78.3 | 68.7 | 70 | |
| L3ABackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 81.5 | 77.6 | 0.04 | 0.03 | |
| DPABackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.09 | 80.7 | 73.3 | 65.1 | 65.1 | |
| MULTI-LANEBackbone=ViT-B/16, Type=MLCIL, Memory=02025.09 | 79.4 | 74.3 | 65.7 | 64.8 | |
| CSCBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 78 | 72.8 | 64.9 | 66.8 | |
| HCPBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 77.9 | 71.2 | 60.4 | 65.3 | |
| MOE4CLBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 77.9 | 66.9 | 60 | 54 | |
| MG-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 77.8 | 70.4 | 60.8 | 63.7 | |
| RebLLBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 77.2 | 70.4 | 60.9 | 63.8 | |
| CODA-PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 75.8 | 70.5 | 59 | 59.4 | |
| KRTBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 74.6 | 65.9 | 55.6 | 56.5 | |
| DualPromptBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 74.1 | 68.6 | 55.3 | 56.3 | |
| L2PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 73.4 | 68 | 58.8 | 56 | |
| DER++Backbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 72.7 | 63.1 | 45.2 | 48.7 | |
| AGCNBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 72.4 | 61.4 | 53.9 | 56.6 | |
| PODNetBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 70 | 58.8 | 45.2 | 48.7 | |
| RAPFBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 69.3 | 59.3 | 54.4 | 54 | |
| DER++Backbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 68.1 | 54.6 | 33.3 | 36.7 | |
| PODNetBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 65.7 | 53.4 | 13.6 | 17.3 | |
| BiCBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 65 | 51.1 | 31 | 38.1 | |
| CLAPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 65 | 55.6 | 63.3 | 69.8 | |
| TPCILBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 63.8 | 50.8 | 20.1 | 21.6 | |
| ERBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 60.3 | 47.2 | 40.6 | 43.6 | |
| CUTERBackbone=TResNetM, Type=MLCIL, Memory=10002025.09 | 60.1 | 47.8 | 35.9 | 39.2 | |
| iCaRLBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 59.7 | 43.8 | 19.3 | 22.8 | |
| OCDMBackbone=TResNetM, Type=MLCIL, Memory=10002025.09 | 49.5 | 28.5 | 8.6 | 14.9 | |
| PRSBackbone=TResNetM, Type=MLCIL, Memory=10002025.09 | 48.8 | 27.9 | 8.5 | 14.7 | |
| CL-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 6.8 | 4.4 | 6.6 | 7 |