Image Classification on Food101 (Novel Classes)
0.9205AccuracyMaPLe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MaPLe2024.10 | 0.9205 | — | — | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 0.9199 | 4.98 | — | |
| LASP2024.10 | 0.917 | — | — | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 0.9168 | 0.72 | — | |
| LPT2024.10 | 0.9167 | — | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 0.9162 | 0.96 | — | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 0.916 | 3.66 | — | |
| Dept2024.10 | 0.916 | — | — | |
| PromptSRC2024.10 | 0.9153 | — | — | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 0.9151 | 1.77 | — | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 0.9146 | 4.22 | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 0.9143 | 2.16 | — | |
| TCP2024.10 | 0.9137 | — | — | |
| 2SFS2024.10 | 0.9134 | — | — | |
| MMA2024.10 | 0.913 | — | — | |
| CoCoOp2024.10 | 0.9129 | — | — | |
| CLIP2024.10 | 0.9122 | — | — | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 0.9121 | 1.47 | — | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 0.9118 | 2.68 | — | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 0.9114 | 1.01 | — | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 0.911 | 1.83 | — | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 0.9106 | 1.76 | — | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 0.9105 | 3.08 | — | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 0.9102 | 1.64 | — | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 0.907 | 3.47 | — | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 0.9064 | 0.84 | — | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 0.9044 | 0.94 | — | |
| PenaltyBackbone=ViT-B/322026.02 | 0.8658 | 0.0523 | — | |
| CoOpBackbone=ViT-B/322026.02 | 0.8516 | 0.0133 | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 0.845 | 0.0686 | — | |
| TCPTBackbone=ViT-B/322026.02 | 0.8422 | 0.0074 | — | |
| PenaltyBackbone=RN-502026.02 | 0.8363 | 0.0824 | — | |
| CoOpBackbone=RN-502026.02 | 0.8255 | 0.0086 | — | |
| TCPTBackbone=RN-502026.02 | 0.825 | 0.0172 | — | |
| CoOp2024.10 | 0.8226 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 0.8152 | 0.0633 | — | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | — | 1.64 | — | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | — | 0.7 | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | — | 1.85 | — | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | — | 1.55 | — |