GeoFlow: Enforcing Implicit Geometric Consistency in Video Generation

ArXi:2605.18365v1 Announce Type: new Generating geometrically consistent videos remains an open challenge: text-to-video diffusion models trained on web-scale data treat geometry only implicitly, leading to object deformation, texture drift, and non-rigid backgrounds under camera motion. Existing solutions either improve consistency as a byproduct, apply only to static scenes or realign the latent space of the model completely. We