Fine-grained Image Classification on Flowers102 (base classes)
97.72AccuracyTemp. Scal.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Temp. Scal.Prompt Strategy=CoOp2026.02 | 97.72 | 4.6 | |
| TCPTPrompt Strategy=CoOp2026.02 | 97.21 | 4.8 | |
| PenaltyPrompt Strategy=CoOp2026.02 | 96.3 | 9.38 | |
| MBLSPrompt Strategy=KGCoOp2026.02 | 96.24 | 12.48 | |
| TCPTPrompt Strategy=MaPLe2026.02 | 96.2 | 3.45 | |
| MaPLe2026.02 | 96 | 4.28 | |
| MBLSPrompt Strategy=MaPLe2026.02 | 95.93 | 12.74 | |
| Temp. Scal.Prompt Strategy=MaPLe2026.02 | 95.93 | 3.44 | |
| PenaltyPrompt Strategy=MaPLe2026.02 | 95.77 | 12.67 | |
| ZS-NormPrompt Strategy=CoOp2026.02 | 95.76 | 11.29 | |
| ZS-NormPrompt Strategy=MaPLe2026.02 | 95.63 | 11.49 | |
| TCPTPrompt Strategy=KGCoOp2026.02 | 95.22 | 11.21 | |
| KGCoOp2026.02 | 95.16 | 12.12 | |
| Temp. Scal.Prompt Strategy=KGCoOp2026.02 | 94.65 | 15.35 | |
| PenaltyPrompt Strategy=KGCoOp2026.02 | 93.86 | 13.01 | |
| CoOp2026.02 | 90 | 4.93 | |
| MBLSPrompt Strategy=CoOp2026.02 | 89.34 | 5.69 | |
| ZS-NormPrompt Strategy=KGCoOp2026.02 | 73.9 | 4.72 | |
| Zero Shot2026.02 | 71.8 | 3.11 |