Image Classification on EuroSAT (Standard Accuracy)
69.32AccuracyNo Protection
Evaluation Results
| Method | Links | |
|---|---|---|
| No ProtectionProtect=-, Attack=-, Backbone=ViT-B/322026.06 | 69.32 | |
| MergeGuardProtect=MergeGuard [5], Attack=AGA, Backbone=ViT-B/322026.06 | 68.5 | |
| MergeLockProtect=MergeLock [36], Attack=AGA, Backbone=ViT-B/322026.06 | 68.4 | |
| Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 67.23 | |
| AGAProtect=Params, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 67.12 | |
| AGAProtect=MergeLock, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 67.12 | |
| AGAProtect=Params-D, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 66.82 | |
| AGAProtect=MergeBarrier, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 64.85 | |
| MaPLe2025.09 | 48.06 | |
| CLIP2025.09 | 47.84 | |
| CLIP-SVD2025.09 | 47.51 | |
| CoOp2025.09 | 46.39 | |
| KgCoOp2025.09 | 46.04 | |
| Co-CoOp2025.09 | 45.37 | |
| ProGrad2025.09 | 43.46 | |
| MergeGuardProtect=MergeGuard [5], Attack=-, Backbone=ViT-B/322026.06 | 39.66 | |
| MergeBarrierProtect=MergeBarrier, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 37.2 | |
| ARFProtect=ARF, Attack=AGA, Backbone=ViT-B/322026.06 | 34.67 | |
| MergeLockProtect=MergeLock [36], Attack=-, Backbone=ViT-B/322026.06 | 12.42 | |
| ARFProtect=ARF, Attack=-, Backbone=ViT-B/322026.06 | 10.09 | |
| Params-DProtect=Params-D, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 5.73 | |
| ParamsProtect=Params, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 5.71 | |
| MergeLockProtect=MergeLock, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | 5.27 |