Image Classification on GTSRB (Standard Accuracy)
99.11AccuracyFinetuning
Evaluation Results
| Method | Links | |
|---|---|---|
| FinetuningBackbone=ViT-B/322026.07 | 99.11 | |
| PoE-EBMBackbone=ViT-B/322026.07 | 88.8 | |
| DOGE-TABackbone=ViT-B/322026.07 | 87.76 | |
| Unprotected BaselineBackbone=ViT-L/14, Protect=-, Attack=-2026.06 | 86.78 | |
| AGABackbone=ViT-L/14, Protect=Params [18], Attack=AGA2026.06 | 80.36 | |
| AGABackbone=ViT-L/14, Protect=MergeLock [36], Attack=AGA2026.06 | 80.35 | |
| AGABackbone=ViT-L/14, Protect=Params-P [18], Attack=AGA2026.06 | 80.23 | |
| AGABackbone=ViT-L/14, Protect=MergeBarrier [22], Attack=AGA2026.06 | 78.2 | |
| Concrete-TABackbone=ViT-B/322026.07 | 71.27 | |
| TA-DARE-TIESBackbone=ViT-B/322026.07 | 70.84 | |
| Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/322026.06 | 63.2 | |
| Task Arithmetic (TA)Backbone=ViT-B/322026.07 | 62.69 | |
| AGAProtect=Params & MergeLock, Attack=AGA, Backbone=ViT-B/322026.06 | 61.45 | |
| Fisher MergingBackbone=ViT-B/322026.07 | 57.98 | |
| Weight averagingBackbone=ViT-B/322026.07 | 55.38 | |
| AGAProtect=Params & MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 52.77 | |
| AGAProtect=MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 52.72 | |
| AGAProtect=Params & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 52.7 | |
| MergeBarrierBackbone=ViT-L/14, Protect=MergeBarrier [22], Attack=-2026.06 | 4.2 | |
| Combined Defense (P & B)Protect=Params & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 3.99 | |
| Combined Defense (L & B)Protect=MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 2.72 | |
| Combined Defense (P & L & B)Protect=Params & MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 2.58 | |
| Params-PBackbone=ViT-L/14, Protect=Params-P [18], Attack=-2026.06 | 2.29 | |
| ParamsBackbone=ViT-L/14, Protect=Params [18], Attack=-2026.06 | 2.14 | |
| MergeLockBackbone=ViT-L/14, Protect=MergeLock [36], Attack=-2026.06 | 2.11 | |
| Combined Defense (P & L)Protect=Params & MergeLock, Attack=None, Backbone=ViT-B/322026.06 | 1.77 |