Fine-grained classification on FGVCAircraft (base classes)
42AccuracyTemp. Scal.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 42 | 3.43 | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 39.74 | 13.05 | |
| TCPTPrompt Strategy=CoOp2026.02 | 38.62 | 4.96 | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 38.28 | 8.01 | |
| PenaltyPrompt Strategy=CoOp2026.02 | 38.07 | 8.59 | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 37.76 | 9.59 | |
| TCPTPrompt Strategy=MaPLe2026.02 | 36.8 | 4.5 | |
| KGCoOp2026.02 | 36.77 | 3.27 | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 36.37 | 3.04 | |
| MaPLe2026.02 | 36.33 | 3.86 | |
| MBLSPrompt Strategy=MaPLe2026.02 | 36.2 | 5.6 | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 36.03 | 4.81 | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 36 | 7.87 | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 35.81 | 7.41 | |
| CoOp2026.02 | 35.23 | 25.7 | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 34.33 | 8.42 | |
| MBLSPrompt Strategy=CoOp2026.02 | 34.32 | 10.48 | |
| ZS-NormBackbone=ViT-B/322026.02 | 32.19 | 12.97 | |
| CoOpBackbone=ViT-B/322026.02 | 31.87 | 3.12 | |
| TCPTBackbone=ViT-B/322026.02 | 31.83 | 2.91 | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 30.79 | 8.42 | |
| PenaltyBackbone=ViT-B/322026.02 | 29.99 | 4.82 | |
| CoOpBackbone=RN-502026.02 | 29.95 | 2.62 | |
| TCPTBackbone=RN-502026.02 | 29.01 | 3.32 | |
| Zero Shot2026.02 | 27.7 | 3.03 | |
| PenaltyBackbone=RN-502026.02 | 26.63 | 6.4 | |
| ZS-NormBackbone=RN-502026.02 | 25.89 | 17.28 |