Class-Incremental Learning on VTAB B0 Inc10
94.96Last AccuracyJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 94.96 | — | |
| NoFA-BCBase classes=0, Incremental step size=102026.05 | 93.91 | 93.98 | |
| NoFA-BC2026.05 | 93.91 | 93.98 | |
| TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 93.87 | 96.59 | |
| EASEBase classes=0, Incremental step size=102026.05 | 93.55 | 93.61 | |
| JointBackbone=ViT-B/16-IN1K2025.02 | 93.24 | — | |
| MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 92.74 | 92.75 | |
| RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 91.93 | 94.91 | |
| TOSCABackbone=ViT-B/16-IN1K2025.02 | 91.8 | 94.33 | |
| MOSBackbone=ViT-B/16-IN1K2025.02 | 91.77 | 91.81 | |
| MoTE2026.05 | 91.26 | 92.77 | |
| RanPACBackbone=ViT-B/16-IN1K2025.02 | 90.54 | 92.26 | |
| ACILBase classes=0, Incremental step size=102026.05 | 89.84 | 90.93 | |
| SEMA2026.05 | 89.68 | 91.23 | |
| LDEPromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 88.92 | 94.44 | |
| DS-ALBase classes=0, Incremental step size=102026.05 | 88.17 | 89.48 | |
| ACMapBase classes=0, Incremental step size=102026.05 | 87.56 | 91.21 | |
| EvopromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 87.55 | 88.41 | |
| CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 86.71 | 87.6 | |
| SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 84.43 | 90.65 | |
| SimpleCILBase classes=0, Incremental step size=102026.05 | 84.38 | 85.99 | |
| APERBackbone=CLIP ViT-B/162026.03 | 84.35 | 85.95 | |
| APERBase classes=0, Incremental step size=102026.05 | 84.35 | 85.95 | |
| APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 84.28 | 90.59 | |
| Aper-VPT-SBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 83.78 | 91.21 | |
| Aper-VPT-DBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 83.7 | 91.23 | |
| SimpleCILBackbone=ViT-B/16-IN1K2025.02 | 83.61 | 90.5 | |
| EASEBackbone=ViT-B/16-IN1K2025.02 | 83.39 | 90.71 | |
| CODA-PromptBackbone=CLIP ViT-B/162026.03 | 83.02 | 83.9 | |
| CODABase classes=0, Incremental step size=102026.05 | 83.02 | 83.9 | |
| CODAPromptBackbone=ViT-B/16-IN1K2025.02 | 82.94 | 84.88 | |
| APER-AdapterBackbone=ViT-B/16-IN1K2025.02 | 82.6 | 89.59 | |
| EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 82.07 | 90.26 | |
| DualPromptBackbone=CLIP ViT-B/162026.03 | 81.23 | 83.36 | |
| DualPromptBase classes=0, Incremental step size=102026.05 | 81.23 | 83.36 | |
| CpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 80.63 | 89.71 | |
| ConvpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 80.63 | 89.71 | |
| SimEBackbone=CLIP ViT-B/162026.03 | 78.04 | 86.69 | |
| DualpromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 77.64 | 88.59 | |
| L2PBackbone=CLIP ViT-B/162026.03 | 77.1 | 77.11 | |
| L2PBase classes=0, Incremental step size=102026.05 | 77.1 | 77.11 | |
| CODA-PromptBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 76.8 | 88.16 | |
| DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 75.86 | 86.86 | |
| DualPromptBackbone=ViT-B/16-IN1K2025.02 | 70.39 | 82.84 | |
| MISABackbone=CLIP ViT-B/162026.03 | 69.88 | 81.62 | |
| L2PBackbone=ViT-B/16-IN1K2025.02 | 66.71 | 81.25 | |
| Boosting-CLBackbone=CLIP ViT-B/162026.03 | 66.25 | 76.69 | |
| L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 64.81 | 78.61 | |
| L2PBackbone=ViT-B/16-IN21K, Exemplar-free setting=true2026.04 | 60.57 | 78.71 | |
| FinetuneBackbone=ViT-B/16-IN1K2025.02 | 51.12 | 67.84 | |
| Adapter-FTBase classes=0, Incremental step size=102026.05 | 45.12 | 48.91 | |
| LwFBase classes=0, Incremental step size=102026.05 | 27.54 | 40.48 | |
| FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 21.63 | 31.6 | |
| FinetuneBase classes=0, Incremental step size=102026.05 | 21.25 | 34.95 |