Class-Incremental Learning on OmniBenchmark B0 Inc30
85.44Last AccuracyJoint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 85.44 | — | |
| JointBackbone=ViT-B/16-IN1K2025.02 | 83.08 | — | |
| TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 82.35 | 84.75 | |
| MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 79.97 | 84.73 | |
| TOSCABackbone=ViT-B/16-IN1K2025.02 | 79.65 | 82.48 | |
| RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 78.33 | 83.38 | |
| MOSBackbone=ViT-B/16-IN1K2025.02 | 78.28 | 85.33 | |
| RanPACBackbone=ViT-B/16-IN1K2025.02 | 77.8 | 83.78 | |
| CoReBackbone=ViT-B/16-IN21K2026.03 | 75.04 | 81.5 | |
| PromptBackbone=ViT-B/16-IN21K2026.03 | 74.47 | 81.05 | |
| AdapterBackbone=ViT-B/16-IN21K2026.03 | 74.37 | 80.75 | |
| EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 74.16 | 81.11 | |
| APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 74.04 | 80.48 | |
| SSFBackbone=ViT-B/16-IN21K2026.03 | 74 | 80.53 | |
| ViTBackbone=ViT-B/16-IN21K2026.03 | 73.15 | 79.34 | |
| SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 73.13 | 79.59 | |
| SimpleCILBackbone=ViT-B/16-IN1K2025.02 | 72.2 | 78.67 | |
| EASEBackbone=ViT-B/16-IN1K2025.02 | 71.6 | 78.4 | |
| APER-AdapterBackbone=ViT-B/16-IN1K2025.02 | 70.72 | 77.66 | |
| CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 69.46 | 73.73 | |
| CODAPromptBackbone=ViT-B/16-IN1K2025.02 | 68.26 | 72.22 | |
| DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 66.46 | 75.58 | |
| FinetuneBackbone=ViT-B/16-IN21K2026.03 | 65.03 | 73.02 | |
| L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 64.63 | 73.96 | |
| DualPromptBackbone=ViT-B/16-IN1K2025.02 | 63.63 | 73.21 | |
| L2PBackbone=ViT-B/16-IN1K2025.02 | 63.1 | 72.76 | |
| FinetuneBackbone=ViT-B/16-IN1K2025.02 | 45.7 | 63.35 | |
| FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc302025.02 | 45.45 | 63.71 |