Fine-Grained Image Classification on Flowers 102
98.97Base AccuracyMMRL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MMRL2026.04 | 98.97 | 77.27 | 86.78 | |
| GAPL2026.04 | 98.63 | 77.7 | 86.92 | |
| HiCroPL2026.04 | 98.29 | 75.46 | 85.38 | |
| ProMetaRShots=162024.04 | 98.13 | 77.66 | 86.7 | |
| PromptSRCShots=162024.04 | 98.07 | 76.5 | 85.95 | |
| PromptSRC2026.04 | 98.07 | 76.5 | 85.95 | |
| MMA2026.04 | 97.77 | 75.93 | 85.48 | |
| TCP2026.04 | 97.73 | 75.57 | 85.23 | |
| CoOpShots=162024.04 | 97.6 | 59.67 | 74.06 | |
| CoOp2026.04 | 97.6 | 59.67 | 74.06 | |
| CoPrompt2026.04 | 97.27 | 76.6 | 85.71 | |
| IVLPShots=162024.04 | 96.17 | 73.64 | 83.41 | |
| MaPLeShots=162024.04 | 95.92 | 72.46 | 82.56 | |
| MaPLe2026.04 | 95.92 | 72.46 | 82.56 | |
| UNIGRAMShots=162024.04 | 95.2 | 76.21 | 84.65 | |
| KgCoOp2026.04 | 95 | 74.73 | 83.65 | |
| CoCoOpShots=162024.04 | 94.87 | 71.75 | 81.71 | |
| CoCoOp2026.04 | 94.87 | 71.75 | 81.71 | |
| RPOShots=162024.04 | 94.13 | 76.67 | 84.5 | |
| CLIPShots=Zero-shot2024.04 | 72.08 | 77.8 | 74.83 |