Class-Incremental Learning on DomainNet B0 Inc69
79.7Accuracy AInfLoRA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| InfLoRAOptimization Protocol=FO Optimization2025.10 | 79.7 | — | 74.05 | 7.43 | |
| CODA-PromptOptimization Protocol=FO Optimization2025.10 | 78.84 | — | 73.29 | 10.2 | |
| Adapter + Cls.Optimization Protocol=FO Optimization2025.10 | 78.67 | — | 72.85 | 4.64 | |
| ZO-FCOptimization Protocol=ZO Optimization2025.10 | 77.17 | — | 71.05 | 4.19 | |
| L2POptimization Protocol=FO Optimization2025.10 | 76.39 | — | 70.3 | 12.22 | |
| EASEOptimization Protocol=FO Optimization2025.10 | 75.91 | — | 70.24 | 8.54 | |
| Learnable Cls.Optimization Protocol=FO Optimization2025.10 | 75.85 | — | 69.88 | 3.7 | |
| LAE AdapterOptimization Protocol=FO Optimization2025.10 | 74.55 | — | 68.03 | 15.17 | |
| APER AdapterOptimization Protocol=FO Optimization2025.10 | 71.24 | — | 64.93 | 6.72 | |
| SimpleCILOptimization Protocol=Classifier Only2025.10 | 65.76 | — | 59.91 | 7.02 | |
| EASEOptimization Protocol=ZO Optimization2025.10 | 63.1 | — | 56.8 | 7.22 | |
| APER AdapterOptimization Protocol=ZO Optimization2025.10 | 62.45 | — | 56.67 | 6.89 | |
| Learnable Cls.Optimization Protocol=ZO Optimization2025.10 | 52.7 | — | 46.21 | 7.37 | |
| Adapter + Cls.Optimization Protocol=ZO Optimization2025.10 | 48.24 | — | 44.29 | 4.56 | |
| LAE AdapterOptimization Protocol=ZO Optimization2025.10 | 34.62 | — | 26.94 | 8.54 | |
| L2POptimization Protocol=ZO Optimization2025.10 | 17.89 | — | 14.78 | 11.86 | |
| InfLoRAOptimization Protocol=ZO Optimization2025.10 | 4.78 | — | 3.23 | 2.65 | |
| CODA-PromptOptimization Protocol=ZO Optimization2025.10 | 3.09 | — | 1.12 | 2.17 | |
| DUCTBackbone=ViT-B/16-IN21K2024.10 | 0.7529 | 0.7468 | — | — | |
| S-iPromptBackbone=ViT-B/16-IN21K2024.10 | 0.7379 | 0.7181 | — | — | |
| CODA-PromptBackbone=ViT-B/16-IN21K2024.10 | 0.725 | 0.7105 | — | — | |
| EASEBackbone=ViT-B/16-IN21K2024.10 | 0.6929 | 0.6845 | — | — |