Multi-label class-incremental learning on MS-COCO 2014 (B40-C10)
84.1Average mAPDeCLIP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeCLIPBackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.09 | 84.1 | 81.4 | 70.9 | 71.9 | |
| DPABackbone=CLIP with ViT-B/16, Type=MLCIL, Memory=02025.09 | 81.1 | 77.2 | 68.2 | 68.5 | |
| L3ABackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 79.9 | 78.8 | 0.16 | 0.15 | |
| HCPBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 78.9 | 75.3 | 64.9 | 68.6 | |
| MULTI-LANEBackbone=ViT-B/16, Type=MLCIL, Memory=02025.09 | 78.9 | 76.6 | 65.9 | 66.5 | |
| CSCBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 78.2 | 75 | 65.7 | 67 | |
| KRTBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 77.8 | 74 | 64.4 | 63.4 | |
| RebLLBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 76.4 | 72.5 | 60.7 | 64.9 | |
| MOE4CLBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 75.4 | 68.4 | 62.2 | 59.7 | |
| MG-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 74.8 | 71 | 61.3 | 65.2 | |
| DualPromptBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 74.3 | 71.4 | 63 | 64.3 | |
| AGCNBackbone=TResNetM, Type=MLCIL, Memory=02025.09 | 73.9 | 69.1 | 58.7 | 59.9 | |
| L2PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 73.7 | 71.1 | 62.8 | 62.3 | |
| DER++Backbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 73.6 | 66.3 | 51.5 | 53.5 | |
| CODA-PBackbone=ViT-B/16, Type=SLCIL, Memory=02025.09 | 73 | 73 | 65.4 | 66.6 | |
| PODNetBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 71 | 64.2 | 46.6 | 42.1 | |
| RAPFBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 70.8 | 64.1 | 58 | 59.7 | |
| DER++Backbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 69.6 | 59 | 41.9 | 43.7 | |
| ERBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 68.9 | 61.6 | 58.6 | 61.1 | |
| iCaRLBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 65.6 | 55.7 | 22.1 | 25.5 | |
| BiCBackbone=TResNetM, Type=SLCIL, Memory=20/class2025.09 | 65.5 | 55.9 | 38.1 | 40.7 | |
| PODNetBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 65.4 | 57.8 | 24.2 | 23.4 | |
| TPCILBackbone=TResNetM, Type=SLCIL, Memory=5/class2025.09 | 63.1 | 53.1 | 25.3 | 25.1 | |
| CLAPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 55.8 | 56.2 | 62.9 | 62.5 | |
| OCDMBackbone=TResNetM, Type=MLCIL, Memory=10002025.09 | 51.3 | 34 | 9.5 | 15.5 | |
| PRSBackbone=TResNetM, Type=MLCIL, Memory=10002025.09 | 50.8 | 33.2 | 9.3 | 15.1 | |
| CL-CLIPBackbone=CLIP with ViT-B/16, Type=SLCIL, Memory=02025.09 | 5.2 | 4.4 | 6.6 | 7 |