3D Lane Detection on OpenLane 1.5m threshold (val)
60.5F-ScoreM²-3DLaneNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| M²-3DLaneNetModality=C+L2022.09 | 60.5 | 0.396 | 0.405 | 0.311 | 0.326 | |
| M²-3DLaneNetModality=C+L2022.09 | 60.5 | 0.396 | 0.405 | 0.311 | 0.326 | |
| M² C-StreamModality=C+L2022.09 | 59.2 | 0.402 | 0.42 | 0.313 | 0.335 | |
| Persformer + LiDAR+Modality=C+L2022.09 | 56.9 | 0.453 | 0.467 | 0.354 | 0.357 | |
| Persformer + LiDARModality=C+L2022.09 | 56.9 | 0.452 | 0.467 | 0.354 | 0.357 | |
| M²-3DLaneNetModality=C+L2022.09 | 55.5 | 0.431 | 0.487 | 0.327 | 0.401 | |
| BEVFusionModality=C+L, Note=Reimplemented into lane detection architecture2022.09 | 54.7 | 0.455 | 0.431 | 0.319 | 0.334 | |
| PointPainting (RGB)Modality=C+L, Input=RGB2022.09 | 54.3 | 0.448 | 0.443 | 0.351 | 0.366 | |
| LiDAR+Modality=L, Features=XYZ, point intensity, and elongation2022.09 | 53.8 | 0.462 | 0.435 | 0.332 | 0.343 | |
| PersformerModality=C, Note=Evaluated based on provided checkpoint2022.09 | 53.3 | 0.478 | 0.563 | 0.363 | 0.408 | |
| PersformerModality=C, Evaluation range setting=75m2022.09 | 53.3 | 0.478 | 0.563 | 0.363 | 0.408 | |
| Persformer + LiDARModality=C+L2022.09 | 53 | 0.458 | 0.519 | 0.357 | 0.416 | |
| SFDModality=C+L, Note=Reimplemented into lane detection architecture2022.09 | 52.5 | 0.452 | 0.441 | 0.331 | 0.347 | |
| PointPainting (SEG)Modality=C+L, Input=SEG2022.09 | 51.5 | 0.376 | 0.392 | 0.303 | 0.33 | |
| M² C-StreamModality=C+L2022.09 | 50.9 | 0.433 | 0.536 | 0.333 | 0.452 | |
| PersformerModality=C2022.09 | 50.5 | 0.485 | 0.553 | 0.364 | 0.431 | |
| LiDAR†-Modality=L, Features=XYZ coordinates only2022.09 | 49.5 | 0.49 | 0.459 | 0.36 | 0.357 | |
| 3DLaneNetModality=C2022.09 | 44.1 | 0.479 | 0.572 | 0.367 | 0.443 | |
| GenLaneNetModality=C2022.09 | 32.3 | 0.591 | 0.684 | 0.411 | 0.521 |