Rebalancing Reference Frame Dominance to Improve Motion in Image-to-Video Models

ArXi:2605.19398v1 Announce Type: cross Image-to-video models often generate videos that remain overly static, compared to text-to-video models. While prior approaches mitigate this issue by weakening or modifying the image-conditioning signal, they often require additional