Motion-Aware Video Frame Interpolation

Pengfei Han, Fuhua Zhang, Bin Zhao, Xuelong Li

Abstract: Highlights•MA-VFI directly estimates the intermediate optical flow diagram between adjacent frames, alleviating the complex modeling and computational costs of existing methods.•MA-VFI employs cross-scale motion intermediate flow estimation model to enhance the interaction between features and flow maps during the interpolation process, thus improving the representation of nonlinear motion in consecutive frames.•The intermediate flow directional loss has been designed to precisely guide the estimation of intermediate flow, thereby assisting the model in alleviating issues such as image blurring and spurious artifacts.