Fine-grained classification on FGVC Aircraft (base)
0.62MCETCPT (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | 0.62 | 0.94 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | 0.91 | 2.95 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | 1.17 | 2.95 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | 1.21 | 2.4 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | 1.67 | 6.41 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | 1.94 | 5.11 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | 1.95 | 6.98 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | 2.23 | 8.61 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | 2.27 | 8.72 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | 3.12 | 9.59 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | 4.34 | 13.05 | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | 4.77 | 25.7 |