Future Frame Extrapolation Using Future Cost Volume | IEEE Conference Publication | IEEE Xplore

Future Frame Extrapolation Using Future Cost Volume


Abstract:

A novel future frame extrapolation algorithm using the future cost volume is proposed in this work. First, we develop the future cost volume to estimate motion vectors fr...Show More

Abstract:

A novel future frame extrapolation algorithm using the future cost volume is proposed in this work. First, we develop the future cost volume to estimate motion vectors from a future frame to input frames. Second, we generate two future frame candidates by back-ward warping the input frames using the future motion vectors. Finally, we develop a synthesis network, which aggregates the two candidates to reconstruct the future frame faithfully. Experimental results demonstrate that the proposed algorithm significantly outperforms state-of-the-art extrapolators on various datasets.
Date of Conference: 16-19 October 2022
Date Added to IEEE Xplore: 18 October 2022
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Conference Location: Bordeaux, France

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