Fine-grained classification on Caltech101 fine-grained (base)
0.24MCECoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoOpPrompt-tuning strategy=CoOp, Calibration Method=None, Backbone=CLIP ViT-B/16, Shots=162026.02 | 0.24 | 0.44 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp, Calibration Method=TCPT, Backbone=CLIP ViT-B/16, Shots=162026.02 | 0.33 | 0.98 | |
| MaPLePrompt-tuning strategy=MaPLe, Calibration Method=None, Backbone=CLIP ViT-B/16, Shots=162026.02 | 0.51 | 2.14 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe, Calibration Method=TCPT, Backbone=CLIP ViT-B/16, Shots=162026.02 | 0.62 | 1.62 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp, Calibration Method=TCPT, Backbone=CLIP ViT-B/16, Shots=162026.02 | 0.86 | 1.83 | |
| KGCoOpPrompt-tuning strategy=KGCoOp, Calibration Method=None, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.14 | 2.56 | |
| PenaltyPrompt-tuning strategy=KGCoOp, Calibration Method=Penalty, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.27 | 4.2 | |
| ZS-NormPrompt-tuning strategy=MaPLe, Calibration Method=ZS-Norm, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.28 | 5.28 | |
| ZS-NormPrompt-tuning strategy=KGCoOp, Calibration Method=ZS-Norm, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.31 | 2.98 | |
| ZS-NormPrompt-tuning strategy=CoOp, Calibration Method=ZS-Norm, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.4 | 4.32 | |
| PenaltyPrompt-tuning strategy=CoOp, Calibration Method=Penalty, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.62 | 4.75 | |
| PenaltyPrompt-tuning strategy=MaPLe, Calibration Method=Penalty, Backbone=CLIP ViT-B/16, Shots=162026.02 | 1.88 | 5.68 |