Temporally coherent completion of dynamic video

We present an automatic video completion algorithm that synthesizes missing regions in videos in a temporally coherent fashion. Our algorithm can handle dynamic scenes captured using a moving camera. State-of-the-art approaches have difficulties handling such videos because viewpoint changes cause i...

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Veröffentlicht in:ACM transactions on graphics 2016-11, Vol.35 (6), p.1-11
Hauptverfasser: Huang, Jia-Bin, Kang, Sing Bing, Ahuja, Narendra, Kopf, Johannes
Format: Artikel
Sprache:eng
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Zusammenfassung:We present an automatic video completion algorithm that synthesizes missing regions in videos in a temporally coherent fashion. Our algorithm can handle dynamic scenes captured using a moving camera. State-of-the-art approaches have difficulties handling such videos because viewpoint changes cause image-space motion vectors in the missing and known regions to be inconsistent. We address this problem by jointly estimating optical flow and color in the missing regions. Using pixel-wise forward/backward flow fields enables us to synthesize temporally coherent colors. We formulate the problem as a non-parametric patch-based optimization. We demonstrate our technique on numerous challenging videos.
ISSN:0730-0301
1557-7368
DOI:10.1145/2980179.2982398