Image Classification on Aircraft (Metrics: Base, New, HM)
90.6Base AccuracyDFDNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DFDNetBaseline=MixOE-cut2026.06 | 90.6 | — | — | |
| MixOE-line2026.06 | 90.4 | — | — | |
| MixOE-cut2026.06 | 90.1 | — | — | |
| MSP2026.06 | 89.6 | — | — | |
| OE-M2026.06 | 89.3 | — | — | |
| DFDNetBaseline=MSP2026.06 | 89.3 | — | — | |
| OE2026.06 | 89.2 | — | — | |
| EnergyOE2026.06 | 89.2 | — | — | |
| Rotation2026.06 | 88.5 | — | — | |
| MMRL + AmPLe2025.12 | 48.37 | 40.9 | 44.32 | |
| MMRLreproduction=false2025.12 | 46.3 | 37.03 | 41.15 | |
| MMRLreproduction=true2025.12 | 45.97 | 37.27 | 41.17 | |
| AttriPrompt2025.12 | 42.97 | 37.07 | 39.8 | |
| MMA + AmPLe2025.12 | 42.93 | 38.13 | 40.39 | |
| IPO2025.12 | 41.21 | 41.42 | 41.31 | |
| MMAreproduction=true2025.12 | 41.1 | 35.43 | 38.06 | |
| MMAreproduction=false2025.12 | 40.57 | 36.33 | 38.33 | |
| CoOp2024.10 | 40.44 | 22.3 | 28.75 | |
| CoOp2025.12 | 40.44 | 22.3 | 28.75 | |
| MaPLereproduction=true2025.12 | 37.67 | 35.73 | 36.67 | |
| MaPLe + AmPLe2025.12 | 37.63 | 36.03 | 36.82 | |
| CDC2024.10 | 37.47 | 37.5 | 37.48 | |
| MaPLe2024.10 | 37.44 | 35.61 | 36.5 | |
| MaPLereproduction=false2025.12 | 37.44 | 35.61 | 36.5 | |
| CoCoOp2024.10 | 33.41 | 23.71 | 27.74 | |
| CoCoOp2025.12 | 33.41 | 23.71 | 27.74 | |
| DiMPLe2025.12 | 30.57 | 36.8 | 33.4 | |
| CLIP2025.12 | 27.19 | 36.29 | 31.09 |