Motion-aware temporal coherence for video resizing

Yu-Shuen Wang*, Hongbo Fu, Olga Sorkine, Tong Yee Lee, Hans Peter Seidel

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

106 Scopus citations

Abstract

Temporal coherence is crucial in content-aware video retargeting. To date, this problem has been addressed by constraining temporally adjacent pixels to be transformed coherently. However, due to the motion-oblivious nature of this simple constraint, the retargeted videos often exhibit flickering or waving artifacts, especially when significant camera or object motions are involved. Since the feature correspondence across frames varies spatially with both camera and object motion, motion-aware treatment of features is required for video resizing. This motivated us to align consecutive frames by estimating interframe camera motion and to constrain relative positions in the aligned frames. To preserve object motion, we detect distinct moving areas of objects across multiple frames and constrain each of them to be resized consistently. We build a complete video resizing framework by incorporating our motion-aware constraints with an adaptation of the scale-and-stretch optimization recently proposed by Wang and colleagues. Our streaming implementation of the framework allows efficient resizing of long video sequences with low memory cost. Experiments demonstrate that our method produces spatiotemporally coherent retargeting results even for challenging examples with complex camera and object motion, which are difficult to handle with previous techniques.

Original languageEnglish
Title of host publicationProceedings of ACM SIGGRAPH Asia 2009, SIGGRAPH Asia '09
Volume28
Edition5
DOIs
StatePublished - 1 Dec 2009
EventACM SIGGRAPH Asia 2009, SIGGRAPH Asia '09 - Yokohama, Japan
Duration: 16 Dec 200919 Dec 2009

Conference

ConferenceACM SIGGRAPH Asia 2009, SIGGRAPH Asia '09
CountryJapan
CityYokohama
Period16/12/0919/12/09

Keywords

  • Optimization
  • Spatial and temporal coherence
  • Video retargeting

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  • Cite this

    Wang, Y-S., Fu, H., Sorkine, O., Lee, T. Y., & Seidel, H. P. (2009). Motion-aware temporal coherence for video resizing. In Proceedings of ACM SIGGRAPH Asia 2009, SIGGRAPH Asia '09 (5 ed., Vol. 28) https://doi.org/10.1145/1661412.1618473