HEVC-EPIC: Edge-preserving interpolation of coded HEVC motion with applications to framerate upsampling

Abstract

We propose a method to obtain a high quality motion field from decoded HEVC motion. We use the block motion vectors to establish a sparse set of correspondences, and then employ an affine, edge-preserving interpolation of correspondences (EPIC) to obtain a dense optical flow. Experimental results on a variety of sequences coded at a range of QP values show that the proposed HEVC-EPIC is over five times as fast as the original EPIC flow, which uses a sophisticated correspondence estimator, while only slightly decreasing the flow accuracy. The proposed work opens the door to leveraging HEVC motion into video enhancement and analysis methods. To provide some evidence of what can be achieved, we show that when used as input to a framerate upsampling scheme, the average Y-PSNR of the interpolated frames obtained using HEVC-EPIC motion is slightly lower (0.2dB) than when original EPIC flow is used, with hardly any visible differences.