Class-Incremental Learning on ImageNet-A (B0 Inc20)
74.05Last AccuracyJoint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JointBackbone=ViT-B/16-IN1K2025.02 | 74.05 | — | |
| TOSCABackbone=ViT-B/16-IN1K2025.02 | 72.3 | 74.48 | |
| JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 67.97 | — | |
| TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 65.37 | 66.92 | |
| NoFA-BC2026.05 | 64.06 | 72.51 | |
| EASEBackbone=ViT-B/16-IN1K2025.02 | 62.36 | 70.49 | |
| MOSBackbone=ViT-B/16-IN1K2025.02 | 61.24 | 69.14 | |
| Joint fine-tuningEvaluation protocol=Joint2026.03 | 60.99 | — | |
| RanPACBackbone=ViT-B/16-IN1K2025.02 | 59.64 | 69.6 | |
| APER-AdapterBackbone=ViT-B/16-IN1K2025.02 | 58.83 | 66.86 | |
| MoTE2026.05 | 57.93 | 64.91 | |
| SCL-MGSMIncremental steps (Inc)=102026.03 | 56.05 | 65.29 | |
| SCL-MGSMIncremental steps (Inc)=52026.03 | 55.79 | 64.93 | |
| EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 54.99 | 64 | |
| RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 54.76 | 64.22 | |
| MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 54.6 | 63.57 | |
| SEMA2026.05 | 53.32 | 62.97 | |
| CODAPromptBackbone=ViT-B/16-IN1K2025.02 | 52.32 | 63.61 | |
| Joint linear probeEvaluation protocol=Joint2026.03 | 50.98 | — | |
| APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 49.46 | 59.57 | |
| SimpleCILBackbone=ViT-B/16-IN1K2025.02 | 49.44 | 58.7 | |
| SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 48.77 | 58.92 | |
| CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 47.18 | 58.82 | |
| DualPromptBackbone=ViT-B/16-IN1K2025.02 | 46.99 | 56.42 | |
| L2PBackbone=ViT-B/16-IN1K2025.02 | 44.3 | 52.32 | |
| L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 42.8 | 50.13 | |
| DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 40.56 | 51.57 | |
| FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc202025.02 | 19.86 | 30.98 | |
| FinetuneBackbone=ViT-B/16-IN1K2025.02 | 14.26 | 28.64 |