Pedestrian Crossing Prediction for Automated Vehicles: A Geometry-aware Method Using Surface Normal
A geometry-aware framework that incorporates surface normal maps encoding pixel-level 3D surface orientation is proposed that incorporates surface normal maps encoding pixel-level 3D surface orientation and highlights the importance of geometry-informed features as an effective complement to conventional visual inputs.