Image Classification on Average across 10 datasets
74.4Average AccuracyVR (glass-box)
Evaluation Results
| Method | Links | |
|---|---|---|
| VR (glass-box)Backbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=16.82, Time (h)=9.82026.04 | 74.4 | |
| AReS-MSBackbone=Service & Local selection, Shot Setting=16-shot, #API (M)=0.06, Time (h)=3.72026.04 | 69.3 | |
| ManiPTZero-shot=true, Source=ImageNet2026.02 | 68.04 | |
| CLIP-LoRA + ADKBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 67.4 | |
| 2SFS + ADKBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 67.4 | |
| Rep-Adapter + ADKBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 67.1 | |
| CoPromptZero-shot=true, Source=ImageNet2026.02 | 66.99 | |
| TAPZero-shot=true, Source=ImageNet2026.02 | 66.56 | |
| TACZero-shot=true, Source=ImageNet2026.02 | 66.53 | |
| MaPLeZero-shot=true, Source=ImageNet2026.02 | 66.5 | |
| CoCoOpZero-shot=true, Source=ImageNet2026.02 | 65.74 | |
| AReSBackbone=ViT-B/16 (Local), Shot Setting=16-shot, #API (M)=0.02, Time (h)=3.72026.04 | 65.4 | |
| 2SFSBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 65.1 | |
| CLIPBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 65 | |
| CLIP-LoRABackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 64.6 | |
| Rep-AdapterBackbone=ViT-B/16, Training Dataset=ImageNet, Evaluation Protocol=all-to-all2025.12 | 64.3 | |
| CoOpZero-shot=true, Source=ImageNet2026.02 | 63.88 | |
| BlackVIPBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=754.20, Time (h)=197.52026.04 | 62.9 | |
| BARBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=612.84, Time (h)=185.62026.04 | 61.4 | |
| Zero-shotBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=0.12, Time (h)=02026.04 | 57.2 | |
| LLM-OptBackbone=CLIP ViT-B/16 (Service), Shot Setting=16-shot, #API (M)=5011.32, Time (h)=5.12026.04 | 54.5 |