Road network extraction on Agricultural machinery trajectory dataset June 2021 (test)
92.54F1 Score (%)LFINet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LFINet2026.05 | 92.54 | 86.12 | 98.6 | 87.18 | 31.14 | |
| T2R-pix2pix2026.05 | 91.89 | 84.99 | 97.74 | 86.7 | 30.26 | |
| AD-HRNet2026.05 | 89.04 | 80.25 | 95.68 | 83.26 | 28.17 | |
| DeepMG2026.05 | 88.08 | 78.7 | 95.56 | 81.68 | 28.28 | |
| T2R-GAN2026.05 | 87.72 | 78.13 | 94.09 | 82.17 | 27.57 | |
| T2R2M2026.05 | 87.69 | 78.08 | 94.15 | 82.06 | 27.01 | |
| NL-LinkNet2026.05 | 87.16 | 77.25 | 94.14 | 81.15 | 26.99 | |
| Spd-LinkNet2026.05 | 86.8 | 76.67 | 94.71 | 80.1 | 27.1 | |
| SAM-Road2026.05 | 81.89 | 69.33 | 87.7 | 76.8 | 26.17 | |
| MADSNet2026.05 | 75.71 | 60.91 | 71.37 | 80.6 | 22.49 | |
| SCSegamba2026.05 | 52.37 | 35.47 | 74.02 | 40.51 | 8.66 |