Plan-and-Verify Video Reward Reasoning with Spatio-Temporal Scene Graph Grounding
SG-PVR is a video reward model that improves text-to-video generation by ensuring semantic alignment through structured reasoning. It uses a spatio-temporal scene graph to explicitly check every prompt requirement against visual evidence using a plan-and-verify structure, leading to superior accuracy in complex temporal semantics and quality evaluation.