Image Classification on DTD 16-shot
44.86Top-1 Clean AccuracyCLBP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLBPPerturbation budget (epsilon)=1/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 44.86 | — | 38.95 | |
| CLBPPerturbation budget (epsilon)=2/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 44.86 | — | 36.41 | |
| CLBPPerturbation budget (epsilon)=4/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 44.86 | — | 31.86 | |
| AdvVPPerturbation budget (epsilon)=1/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.74 | — | 8.62 | |
| AdvVPPerturbation budget (epsilon)=2/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.74 | — | 5.62 | |
| AdvVPPerturbation budget (epsilon)=4/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.74 | — | 2.07 | |
| AdvVLPPerturbation budget (epsilon)=1/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.57 | — | 13.62 | |
| AdvVLPPerturbation budget (epsilon)=2/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.57 | — | 12.5 | |
| AdvVLPPerturbation budget (epsilon)=4/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 32.57 | — | 10.02 | |
| FAPPerturbation budget (epsilon)=1/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 30.56 | — | 14.29 | |
| FAPPerturbation budget (epsilon)=2/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 30.56 | — | 12.87 | |
| FAPPerturbation budget (epsilon)=4/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 30.56 | — | 10.47 | |
| AdvMaPLePerturbation budget (epsilon)=1/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 28.31 | — | 13.34 | |
| AdvMaPLePerturbation budget (epsilon)=2/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 28.31 | — | 11.89 | |
| AdvMaPLePerturbation budget (epsilon)=4/255, Attack ensemble=APGD-CE + APGD-DLR2026.05 | 28.31 | — | 9.47 | |
| AReSBackbone=ViT-B/16 (Local), Shot Setting=16-shot, #API (M)=0.02, Time (h)=3.72026.04 | — | 48.2 | — | |
| AReS-MSBackbone=Service & Local selection, Shot Setting=16-shot, #API (M)=0.06, Time (h)=3.72026.04 | — | 48.2 | — | |
| BARBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=612.84, Time (h)=185.62026.04 | — | 46.8 | — | |
| BlackVIPBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=754.20, Time (h)=197.52026.04 | — | 45.3 | — | |
| LLM-OptBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=5011.32, Time (h)=5.12026.04 | — | 45 | — | |
| VR (glass-box)Backbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=16.82, Time (h)=9.82026.04 | — | 62 | — | |
| Zero-shotBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=0.12, Time (h)=02026.04 | — | 43.9 | — |