Efficient Vanishing-Point-Guided Video Semantic Segmentation for Driving Scenes

Leveraging vanishing point priors, the proposed VPSeg network efficiently establishes explicit cross-frame correspondences and enhances feature representations for distant, hard-to-segment objects in driving scenes.