Maintaining Temporal Coherence in Video Retargeting Using Mosaic-Guided Scaling

Video retargeting from a full-resolution video to a lower resolution display will inevitably cause information loss. Content-aware video retargeting techniques have been studied to avoid critical visual information loss while resizing a video. Maintaining the spatio-temporal coherence of a retargeted video is very critical on visual quality. Camera motions and object motions, however, usually make it difficult to maintain temporal coherence using existing schemes. In this paper, we propose the use of a panoramic mosaic to guide the scaling of corresponding regions of video frames in a video shot to ensure good temporal coherence. In the proposed method, after aligning video frames in a shot to a panoramic mosaic constructed for the shot, a global scaling map for these frames is derived from the panoramic mosaic. Subsequently, the local scaling maps of individual frames are derived from the global map and is further refined according to spatial coherence constraints. Our experimental results show that the proposed method can effectively maintain temporal coherence so as to achieve good visual quality even a video contains camera motions and object motions.

[1]  Olga Sorkine-Hornung,et al.  Optimized scale-and-stretch for image resizing , 2008, SIGGRAPH Asia '08.

[2]  Pieter Peers,et al.  SubEdit: a representation for editing measured heterogeneous subsurface scattering , 2009, SIGGRAPH 2009.

[3]  Michael Gleicher,et al.  Video retargeting: automating pan and scan , 2006, MM '06.

[4]  Daniel Cohen-Or,et al.  Non-homogeneous Content-driven Video-retargeting , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[5]  Jian Shi,et al.  Image Retargeting Using Mesh Parametrization , 2009, IEEE Transactions on Multimedia.

[6]  J.-L. Wu,et al.  Video Adaptation for Small Display Based on Content Recomposition , 2007, IEEE Transactions on Circuits and Systems for Video Technology.

[7]  Shang-Hong Lai,et al.  Fast JND-Based Video Carving With GPU Acceleration for Real-Time Video Retargeting , 2009, IEEE Transactions on Circuits and Systems for Video Technology.

[8]  Ralph R. Martin,et al.  Shrinkability Maps for Content‐Aware Video Resizing , 2008, Comput. Graph. Forum.

[9]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[10]  Guillermo Sapiro,et al.  Video SnapCut: robust video object cutout using localized classifiers , 2009, SIGGRAPH 2009.

[11]  H. Seidel,et al.  Motion-aware temporal coherence for video resizing , 2009, SIGGRAPH 2009.

[12]  Vidya Setlur,et al.  Retargeting Images and Video for Preserving Information Saliency , 2007, IEEE Computer Graphics and Applications.

[13]  G LoweDavid,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004 .

[14]  Yan Liu,et al.  Image retargeting based on global energy optimization , 2009, 2009 IEEE International Conference on Multimedia and Expo.

[15]  Harry Shum,et al.  Video object cut and paste , 2005, ACM Trans. Graph..

[16]  Ling-Yu Duan,et al.  Consumer video retargeting: context assisted spatial-temporal grid optimization , 2009, ACM Multimedia.

[17]  Jorge Nocedal,et al.  An Interior Point Algorithm for Large-Scale Nonlinear Programming , 1999, SIAM J. Optim..

[18]  Christof Koch,et al.  A Model of Saliency-Based Visual Attention for Rapid Scene Analysis , 2009 .

[19]  Wolfgang Effelsberg,et al.  FSCAV: fast seam carving for size adaptation of videos , 2009, ACM Multimedia.

[20]  S. Avidan,et al.  Seam carving for content-aware image resizing , 2007, SIGGRAPH 2007.

[21]  Chang-Su Kim,et al.  Adaptive image and video retargeting technique based on Fourier analysis , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[22]  O. Sorkine,et al.  Optimized scale-and-stretch for image resizing , 2008, SIGGRAPH 2008.

[23]  Xiaodong Wu,et al.  Optimal multiple surfaces searching for video/image resizing - a graph-theoretic approach , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[24]  Ariel Shamir,et al.  Improved seam carving for video retargeting , 2008, ACM Trans. Graph..

[25]  Olga Sorkine-Hornung,et al.  Visual media retargeting , 2009, SIGGRAPH ASIA Courses.

[26]  Wolfgang Effelsberg,et al.  Automatic generation of summaries for the Web , 2003, IS&T/SPIE Electronic Imaging.

[27]  Hans-Peter Seidel,et al.  Motion-aware temporal coherence for video resizing , 2009, ACM Trans. Graph..

[28]  Markus H. Gross,et al.  A system for retargeting of streaming video , 2009, ACM Trans. Graph..

[29]  Weisi Lin,et al.  Modeling visual attention's modulatory aftereffects on visual sensitivity and quality evaluation , 2005, IEEE Transactions on Image Processing.