Fine-grained Image Classification on Caltech101 (novel classes)
1.03ECETCPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 1.03 | 94.29 | |
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 1.14 | 94.29 | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 1.22 | 94.21 | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 1.42 | 94.87 | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 1.48 | 93.56 | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 1.51 | 94.43 | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 1.51 | 94.21 | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 1.53 | 93.92 | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 1.55 | 94.1 | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 1.58 | — | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 1.6 | 94.1 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 1.62 | 95.1 | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 1.67 | 94.76 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 1.71 | 94.43 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 1.8 | 94.43 | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 1.84 | 94.51 | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 1.9 | 94.87 | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 1.97 | — | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 2.06 | 94.18 | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 2.16 | 94.18 | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 2.21 | 93.56 | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 2.22 | 94.29 | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 2.36 | 93.81 | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 2.63 | 94.76 | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 3.06 | 94.17 | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 3.22 | 93.99 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 3.65 | — | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 4.87 | — |