Image Classification on DTD (Top-1 and Top-5 Accuracy)
70.21Top-1 AccuracyOSTB
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OSTBProtocol=Final Ensemble2026.06 | 70.21 | — | — | |
| SAILZero-shot=true, Training Setting=Supervised, Training Data Scale=1M paired2026.02 | 53.5 | — | — | |
| Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/322026.06 | 47.02 | — | — | |
| AGAProtect=Params & MergeLock, Attack=AGA, Backbone=ViT-B/322026.06 | 46.44 | — | — | |
| BaseCompression=Base, Setting=Zero-shot2025.10 | 44.25 | 74.95 | — | |
| AGAProtect=Params & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 42.89 | — | — | |
| CLIP-B/32Backbone=CLIP-B/32, Protocol=Zero-shot2026.06 | 42.85 | — | — | |
| AGAProtect=MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 42.84 | — | — | |
| AGAProtect=Params & MergeLock & MergeBarrier, Attack=AGA, Backbone=ViT-B/322026.06 | 42.82 | — | — | |
| SOTAlignZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.02 | 42.4 | — | — | |
| STRUCTUREZero-shot=true, Training Setting=Supervised, Training Data Scale=10k paired2026.02 | 39.5 | — | — | |
| NNCLRZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.02 | 38.8 | — | — | |
| STRUCTUREZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.02 | 38.7 | — | — | |
| S-CLIPZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.02 | 37.6 | — | — | |
| SAILZero-shot=true, Training Setting=Supervised, Training Data Scale=10k paired2026.02 | 36.8 | — | — | |
| SAILZero-shot=true, Training Setting=Semi-supervised, Training Data Scale=10k paired + 1M unpaired2026.02 | 35.9 | — | — | |
| PGSVDCompression=20%, Setting=Zero-shot2025.10 | 26.49 | 46.43 | — | |
| PGSVDCompression=40%, Setting=Zero-shot2025.10 | 21.49 | 36.8 | — | |
| SVD-ALSCompression=40%, Setting=Zero-shot2025.10 | 19.15 | 40.69 | — | |
| Combined Defense (P & B)Protect=Params & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 16.7 | — | — | |
| SVD-ALSCompression=20%, Setting=Zero-shot2025.10 | 16.32 | 35 | — | |
| SVDCompression=40%, Setting=Zero-shot2025.10 | 3.46 | 10.79 | — | |
| Combined Defense (P & L)Protect=Params & MergeLock, Attack=None, Backbone=ViT-B/322026.06 | 2.66 | — | — | |
| Combined Defense (L & B)Protect=MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 2.02 | — | — | |
| Combined Defense (P & L & B)Protect=Params & MergeLock & MergeBarrier, Attack=None, Backbone=ViT-B/322026.06 | 1.94 | — | — | |
| SVDCompression=20%, Setting=Zero-shot2025.10 | 1.27 | 10.59 | — | |
| AGAProtect=Params, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 67.17 | |
| AGAProtect=Params-D, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 67.04 | |
| AGAProtect=MergeLock, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 67.17 | |
| AGAProtect=MergeBarrier, Attack=AGA, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 66.47 | |
| MergeBarrierProtect=MergeBarrier, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 38.7 | |
| MergeLockProtect=MergeLock, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 5.79 | |
| ParamsProtect=Params, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 5.98 | |
| Params-DProtect=Params-D, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 6.09 | |
| Unprotected BaselineProtect=None, Attack=None, Backbone=ViT-B/32, Merging Paradigm=Task Arithmetic2026.06 | — | — | 67.23 |