Future Motion Estimation for Video Frame Extrapolation | IEEE Conference Publication | IEEE Xplore

Future Motion Estimation for Video Frame Extrapolation


Abstract:

We propose a novel video frame extrapolation algorithm based on future motion estimation. First, we estimate optical flows between a pair of input frames and predict futu...Show More

Abstract:

We propose a novel video frame extrapolation algorithm based on future motion estimation. First, we estimate optical flows between a pair of input frames and predict future motions using two schemes: motion doubling and motion mirroring. Then, we forward warp the input frames by employing the two kinds of predicted motion fields, respectively. Finally, we develop a synthesis network to generate a future frame from the warped frames. Experimental results show that the proposed algorithm outperforms recent video frame extrapolation algorithms on various datasets.
Date of Conference: 06-09 February 2022
Date Added to IEEE Xplore: 11 April 2022
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Conference Location: Jeju, Korea, Republic of

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