PVBench: Quantifying Physical Plausibility in Video Generation with Object-Level Physical Measurements

What this work does

PVBench measures physical plausibility using estimated object states and physical-law residuals. It separates visual appeal from geometric, kinematic, material, and mechanical consistency across paired text-to-video and image-to-video scenarios.