Self-supervised Pretraining of Camera-only Bird's-Eye-View Segmentation Networks

A self-supervised pretraining approach called OccFeat that equips camera-only BEV segmentation networks with both geometric and semantic understanding of 3D scenes, leading to significant performance improvements especially in low-data regimes.