ours is somewhere in between: starting from geometric mapping, learning to change it according to scene, e.g. deform it to fit the slope or ignore if it’s occluded by an object and so on.
results: outperforming MapTracker on nuScenes and Argoverse2 in almost all metrics, with no additional cost.