Nikhil Gosala*

LetsMap: Unsupervised Representation Learning for Label-Efficient Semantic BEV Mapping

"Semantic Bird’s Eye View (BEV) maps offer a rich representation with strong occlusion reasoning for various decision making tasks in autonomous driving. However, most BEV mapping approaches employ a fully supervised learning paradigm that relies on large amounts of human-annotated BEV ground truth…