Fine-grained Image Classification on Flowers102 (novel classes)
3.51ECETCPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 3.51 | — | 71.63 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 3.73 | 75.18 | — | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 4.36 | 73.57 | — | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 4.78 | — | 73.8 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 4.8 | 74.54 | — | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 4.86 | 76.34 | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 4.91 | — | 77.5 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 4.91 | 77.5 | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 5.03 | — | 75.1 | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 5.03 | — | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 5.04 | — | — | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 5.12 | 72.74 | — | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 5.14 | 74.66 | — | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 5.44 | 75.44 | — | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 5.5 | 77.28 | — | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 5.8 | 70.52 | — | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 5.86 | 76.31 | — | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 6.32 | — | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 6.36 | 71.91 | — | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 7.46 | 75.29 | — | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 7.74 | — | — | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 8.34 | 72.81 | — | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 8.51 | 72.51 | — | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 9.17 | 72.27 | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 9.39 | 70.45 | — | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 10.07 | — | 73.87 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 11.67 | — | 72.8 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 12.13 | — | 69.9 |