Image Classification on ImageNet (source)
73.91AccuracyFVG-PT
Evaluation Results
| Method | Links | |
|---|---|---|
| FVG-PTbase_method=MMRL2026.03 | 73.91 | |
| MMRL2025.12 | 73.7 | |
| MMRLbase_method=MMRL2026.03 | 73.7 | |
| FARL2025.12 | 73.43 | |
| FVG-PTbase_method=PromptSRC2026.03 | 72.86 | |
| VaMP2025.11 | 72.83 | |
| TAC2026.03 | 72.77 | |
| PromptSRCbase_method=PromptSRC2026.03 | 72.43 | |
| FVG-PTbase_method=KgCoOp2026.03 | 72.17 | |
| FVG-PTbase_method=CoOp2026.03 | 72.09 | |
| MMRL2025.11 | 72.03 | |
| MMRL2026.03 | 72.03 | |
| RPOLearnable=true, shots=16 per class2023.08 | 71.67 | |
| CoOpbase_method=CoOp2026.03 | 71.55 | |
| CoOpLearnable=true, shots=16 per class2023.08 | 71.51 | |
| CoOp2025.11 | 71.51 | |
| CoOp2026.03 | 71.51 | |
| CoOpFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.07 | 71.51 | |
| DeAR2026.03 | 71.5 | |
| CoOp2026.05 | 71.5 | |
| TCPFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.07 | 71.4 | |
| PromptSRC2025.11 | 71.27 | |
| PromptSRC2026.03 | 71.27 | |
| KgCoOpbase_method=KgCoOp2026.03 | 71.2 | |
| PromptSRC + CAKI2026.05 | 71.2 | |
| TCP + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.07 | 71.17 | |
| CoCoOp + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.07 | 71.03 | |
| CoCoOpLearnable=true, shots=16 per class2023.08 | 71.02 | |
| CoOpOp2025.11 | 71.02 | |
| CoOp2025.12 | 71.02 | |
| CoCoOpFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.07 | 71.02 | |
| MMA2025.11 | 71 | |
| MMA2025.12 | 71 | |
| CoCoOp2026.05 | 71 | |
| PromptSRCre-implemented=true2026.05 | 70.9 | |
| CoPrompt + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.07 | 70.86 | |
| CoPromptFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.07 | 70.8 | |
| MaPLe2025.11 | 70.72 | |
| MaPLe2025.12 | 70.72 | |
| MaPLe2026.03 | 70.72 | |
| MaPLeFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.07 | 70.72 | |
| MaPLe + CAKI2026.05 | 70.7 | |
| MaPLe + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.07 | 70.69 | |
| CoOp + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.07 | 70.6 | |
| MaPLere-implemented=true2026.05 | 70.1 | |
| CLIPLearnable=false2023.08 | 66.73 | |
| CLIP2025.11 | 66.73 | |
| CLIP2025.12 | 66.73 | |
| T-DHATraining Type=Training-free2025.12 | 64.85 | |
| APETraining Type=Training-free2025.12 | 63.42 | |
| Tip-AdapterTraining Type=Training-free2025.12 | 62.03 | |
| CALIPTraining Type=Zero-shot2025.12 | 60.57 | |
| CLIPTraining Type=Zero-shot2025.12 | 60.33 |