Fine-grained classification on Flowers102 (base classes)
0.87MCETCPT (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | 0.87 | 2.18 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | 1.29 | 3.21 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | 1.45 | 7.21 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | 1.68 | 4.94 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | 2.01 | 11.21 | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | 2.46 | 4.67 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | 2.5 | 9.36 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | 2.75 | 11.95 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | 2.76 | 11.12 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | 3.02 | 13 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | 3.03 | 12.53 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | 3.15 | 11.97 |