Fine-grained Image Classification on UCF101 novel classes
1.89Expected Calibration ErrorTCPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TCPTPrompt-tuning strategy=PromptSRC, Calibration method=TCPT2026.02 | 1.89 | 77.72 | — | |
| TCPTPrompt-tuning strategy=ProDA, Calibration method=TCPT2026.02 | 2.35 | 75.79 | — | |
| DACPrompt-tuning strategy=ProGrad, Calibration method=DAC2026.02 | 2.42 | — | — | |
| DACPrompt-tuning strategy=PromptSRC, Calibration method=DAC2026.02 | 2.46 | — | — | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration strategy=None2026.02 | 2.65 | — | 75.59 | |
| DACPrompt-tuning strategy=CoCoOp, Calibration method=DAC2026.02 | 2.7 | — | — | |
| TCPTPrompt-tuning strategy=CoCoOp, Calibration method=TCPT2026.02 | 2.76 | 76.4 | — | |
| PromptSRCPrompt-tuning strategy=PromptSRC, Calibration method=Vanilla2026.02 | 2.81 | 77.86 | — | |
| TCPTPrompt-tuning strategy=KGCoOp, Calibration strategy=TCPT2026.02 | 3.01 | — | 76.62 | |
| TCPTPrompt-tuning strategy=ProGrad, Calibration method=TCPT2026.02 | 3.06 | 78.53 | — | |
| TCPTPrompt-tuning strategy=MaPLe, Calibration strategy=TCPT2026.02 | 3.32 | — | 79.87 | |
| ProGradPrompt-tuning strategy=ProGrad, Calibration method=Vanilla2026.02 | 3.57 | 78.74 | — | |
| PenaltyPrompt-tuning strategy=CoCoOp, Calibration method=Penalty2026.02 | 3.66 | 74.08 | — | |
| PenaltyPrompt-tuning strategy=ProDA, Calibration method=Penalty2026.02 | 3.86 | 72.49 | — | |
| ZS-NormPrompt-tuning strategy=PromptSRC, Calibration method=ZS-Norm2026.02 | 3.95 | 77.25 | — | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration strategy=None2026.02 | 3.98 | — | 77.85 | |
| DACPrompt-tuning strategy=ProDA, Calibration method=DAC2026.02 | 4.14 | — | — | |
| ZS-NormPrompt-tuning strategy=CoCoOp, Calibration method=ZS-Norm2026.02 | 4.36 | 71.64 | — | |
| ZS-NormPrompt-tuning strategy=ProDA, Calibration method=ZS-Norm2026.02 | 4.41 | 72.67 | — | |
| PenaltyPrompt-tuning strategy=PromptSRC, Calibration method=Penalty2026.02 | 4.65 | 77.76 | — | |
| ProDAPrompt-tuning strategy=ProDA, Calibration method=Vanilla2026.02 | 4.74 | 72.76 | — | |
| TCPTPrompt-tuning strategy=CoOp, Calibration strategy=TCPT2026.02 | 4.75 | — | 66.49 | |
| ZS-NormPrompt-tuning strategy=ProGrad, Calibration method=ZS-Norm2026.02 | 4.83 | 77.39 | — | |
| CoCoOpPrompt-tuning strategy=CoCoOp, Calibration method=Vanilla2026.02 | 4.9 | 74.89 | — | |
| PenaltyPrompt-tuning strategy=ProGrad, Calibration method=Penalty2026.02 | 5.05 | 76.8 | — | |
| Zero ShotPrompt-tuning strategy=None, Calibration strategy=None2026.02 | 5.52 | — | 78.6 | |
| Zero ShotPrompt-tuning strategy=Zero Shot, Calibration method=None2026.02 | 5.52 | 78.6 | — | |
| CoOpPrompt-tuning strategy=CoOp, Calibration strategy=None2026.02 | 18.74 | — | 62.83 |