Image Classification on FGVC Aircraft (Base/Novel/HM)
47.08Base AccuracyProVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProVP2026.03 | 47.08 | 29.87 | 36.55 | |
| LwEIBYear=20252026.03 | 45.11 | 42.6 | 43.82 | |
| EvoPrompt2026.03 | 43.2 | 39.14 | 41.07 | |
| PromptSRC2026.03 | 42.73 | 37.87 | 40.15 | |
| P-SRCYear=20232026.03 | 42.73 | 37.87 | 40.15 | |
| HPTYear=20242026.03 | 42.68 | 38.13 | 40.28 | |
| HeBAYear=Ours2026.03 | 42.38 | 40.71 | 41.53 | |
| TCP2026.03 | 41.97 | 34.43 | 37.83 | |
| MMA2026.03 | 40.57 | 36.33 | 38.33 | |
| CoOp2026.03 | 40.44 | 22.3 | 28.75 | |
| CoOpYear=20222026.03 | 40.44 | 22.3 | 28.75 | |
| MetaPrompt2026.03 | 40.14 | 36.51 | 38.24 | |
| LASP-VYear=20232026.03 | 38.05 | 33.2 | 35.46 | |
| MaPLe2026.03 | 37.44 | 35.61 | 36.5 | |
| MaPLeYear=20232026.03 | 37.44 | 35.61 | 36.5 | |
| RPOYear=20232026.03 | 37.33 | 34.2 | 35.7 | |
| ProDA2026.03 | 36.9 | 34.13 | 35.46 | |
| ProDAYear=20222026.03 | 36.9 | 34.13 | 35.46 | |
| GalLoP + CAKIShots=42026.05 | 36.7 | 40 | 38.3 | |
| MMAYear=20242026.03 | 36.33 | 40.57 | 38.33 | |
| KgCoOp2026.03 | 36.21 | 33.55 | 34.83 | |
| KgCoOpYear=20232026.03 | 36.21 | 33.55 | 34.83 | |
| TCP + CAKIShots=42026.05 | 36.2 | 34.9 | 35.5 | |
| GalLoPShots=42026.05 | 35.9 | 37.8 | 36.8 | |
| TCPShots=42026.05 | 35.6 | 33.5 | 34.5 | |
| PromptSRC + CAKIShots=42026.05 | 35 | 38.5 | 36.7 | |
| PromptSRCShots=42026.05 | 34.3 | 37.1 | 35.7 | |
| MaPLe + CAKIShots=42026.05 | 33.6 | 38.5 | 35.9 | |
| CoCoOp2026.03 | 33.41 | 23.71 | 27.74 | |
| CoOpOpYear=20222026.03 | 33.41 | 23.71 | 27.74 | |
| MaPLeShots=42026.05 | 32.5 | 37.2 | 34.7 | |
| CoCoOp + CAKIShots=42026.05 | 31.7 | 37.6 | 34.4 | |
| CoOp + CAKIShots=42026.05 | 31.6 | 34.4 | 32.9 | |
| CoOpShots=42026.05 | 30.6 | 28.7 | 29.6 | |
| CoCoOpShots=42026.05 | 30.3 | 36.7 | 33.2 | |
| CLIPShots=42026.05 | 27.7 | 36.5 | 31.5 | |
| CLIP2026.03 | 27.19 | 36.29 | 31.09 | |
| CLIPYear=20212026.03 | 27.19 | 36.29 | 31.09 |