Fine-grained classification on EuroSAT base classes
93.6AccuracyTemp. Scal.
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 93.6 | 1.31 | — | — | |
| TCPTPrompt Strategy=MaPLe2026.02 | 92 | 1.33 | — | — | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 91.3 | 19.38 | — | — | |
| MaPLe2026.02 | 91.13 | 3.42 | — | — | |
| CoOpBackbone=ViT-B/322026.02 | 91.1 | 3.91 | — | — | |
| TCPTBackbone=ViT-B/322026.02 | 91.09 | 3.52 | — | — | |
| MBLSPrompt Strategy=MaPLe2026.02 | 90.93 | 3.73 | — | — | |
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 90.7 | 4.76 | — | — | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 90.45 | 37.04 | — | — | |
| CoOp2026.02 | 90.24 | 1.75 | — | — | |
| MBLSPrompt Strategy=CoOp2026.02 | 90.12 | 8.02 | — | — | |
| ZS-NormBackbone=ViT-B/322026.02 | 90.09 | 39.31 | — | — | |
| TCPTBackbone=RN-502026.02 | 89.79 | 4.12 | — | — | |
| ZS-NormBackbone=RN-502026.02 | 89.57 | 35.76 | — | — | |
| TCPTPrompt Strategy=CoOp2026.02 | 88.56 | 4.9 | — | — | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 87.96 | 11.97 | — | — | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 86.44 | 15.79 | — | — | |
| KGCoOp2026.02 | 86.14 | 11.9 | — | — | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 85.1 | 12.64 | — | — | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 83.09 | 6.51 | — | — | |
| CoOpBackbone=RN-502026.02 | 81.32 | 9.34 | — | — | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 65.39 | 6.16 | — | — | |
| Zero Shot2026.02 | 57 | 8.35 | — | — | |
| PenaltyBackbone=ViT-B/322026.02 | 53.42 | 22.15 | — | — | |
| PenaltyBackbone=RN-502026.02 | 47.61 | 22.61 | — | — | |
| PenaltyPrompt Strategy=CoOp2026.02 | 47.09 | 20.47 | — | — | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 36.77 | 13.43 | — | — | |
| CoOpPrompt-tuning strategy=CoOp2026.02 | — | — | 0.6 | 1.95 | |
| KGCoOpPrompt-tuning strategy=KGCoOp2026.02 | — | — | 3.31 | 11.9 | |
| MaPLePrompt-tuning strategy=MaPLe2026.02 | — | — | 0.74 | 2.94 | |
| PenaltyPrompt-tuning strategy=CoOp2026.02 | — | — | 11.34 | 20.86 | |
| PenaltyPrompt-tuning strategy=MaPLe2026.02 | — | — | 0.61 | 3.1 | |
| PenaltyPrompt-tuning strategy=KGCoOp2026.02 | — | — | 3.3 | 13.14 | |
| TCPT (Ours)Prompt-tuning strategy=CoOp2026.02 | — | — | 1.67 | 5.12 | |
| TCPT (Ours)Prompt-tuning strategy=MaPLe2026.02 | — | — | 0.6 | 1.54 | |
| TCPT (Ours)Prompt-tuning strategy=KGCoOp2026.02 | — | — | 3.61 | 12.65 | |
| ZS-NormPrompt-tuning strategy=CoOp2026.02 | — | — | 11.82 | 36.04 | |
| ZS-NormPrompt-tuning strategy=MaPLe2026.02 | — | — | 1.24 | 6.91 | |
| ZS-NormPrompt-tuning strategy=KGCoOp2026.02 | — | — | 4.06 | 15.58 |