Mesh resizing based on hierarchical saliency detection

Mesh saliency is a perception-inspired metric for regional importance which is helpful to many aspects of mesh processing. However, existing mesh saliency cannot be used in mesh resizing directly because of the neglect of resizing direction. In this paper, we propose a region descriptor based on its vulnerability to a resizing direction, and use this descriptor to compute the region's saliency based on its contrast to neighboring regions. In order to avoid being misled by repeated small-scale features on the mesh, we put forward a hierarchical method for saliency computing. We build a hierarchical coarse-to-fine segmentations of the input mesh, and evaluate the saliency value on different levels of segmentations. Finally these saliency values are integrated into one saliency map after applying non-linear suppression. Equipped with the saliency map, a framework for non-homogeneous mesh resizing is presented. We regard every edge as a spring, and scale the mesh by stretching the edge. Based on the salience value, we build a global energy function on the mesh. Experiments show that our resizing method based on hierarchical saliency analysis can produce visually appealing results.

[1]  Lihi Zelnik-Manor,et al.  Context-Aware Saliency Detection , 2012, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Marc Alexa,et al.  As-rigid-as-possible surface modeling , 2007, Symposium on Geometry Processing.

[3]  Ralph R. Martin,et al.  Shape Deformation Using a Skeleton to Drive Simplex Transformations , 2008, IEEE Transactions on Visualization and Computer Graphics.

[4]  Ariel Shamir,et al.  Improved seam carving for video retargeting , 2008, SIGGRAPH 2008.

[5]  D. Levin,et al.  Green Coordinates , 2008, SIGGRAPH 2008.

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

[7]  Leonidas J. Guibas,et al.  Shape segmentation using local slippage analysis , 2004, SGP '04.

[8]  Shi-Min Hu,et al.  Direct manipulation of FFD: efficient explicit solutions and decomposible multiple point constraints , 2001, The Visual Computer.

[9]  Daniel Cohen-Or,et al.  Component‐wise Controllers for Structure‐Preserving Shape Manipulation , 2011, Comput. Graph. Forum.

[10]  Marco Attene,et al.  Hierarchical mesh segmentation based on fitting primitives , 2006, The Visual Computer.

[11]  David W. Jacobs,et al.  Mesh saliency and human eye fixations , 2010, TAP.

[12]  He Jun Feature Preserving Resizing of 3D Mesh Models , 2009 .

[13]  Kun-Peng Wang,et al.  Content-aware model resizing based on surface deformation , 2009, Comput. Graph..

[14]  N. Mitra,et al.  iWIRES: an analyze-and-edit approach to shape manipulation , 2009, SIGGRAPH 2009.

[15]  J. Wolfe,et al.  Guided Search 2.0 A revised model of visual search , 1994, Psychonomic bulletin & review.

[16]  Li Xu,et al.  Hierarchical Saliency Detection , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.

[17]  David W. Jacobs,et al.  Mesh saliency , 2005, SIGGRAPH 2005.

[18]  Ariel Shamir,et al.  Non-homogeneous resizing of complex models , 2008, SIGGRAPH 2008.

[19]  Mateu Sbert,et al.  A unified information-theoretic framework for viewpoint selection and mesh saliency , 2009, TAP.

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

[21]  Daniel Cohen-Or,et al.  Feature-aware texturing , 2006, EGSR '06.

[22]  Thomas W. Sederberg,et al.  Free-form deformation of solid geometric models , 1986, SIGGRAPH.

[23]  Christian Rössl,et al.  Laplacian surface editing , 2004, SGP '04.

[24]  Daniel Cohen-Or,et al.  Salient geometric features for partial shape matching and similarity , 2006, TOGS.

[25]  Yongwei Miao,et al.  Visual Saliency Guided Global and Local Resizing for 3D Models , 2013, 2013 International Conference on Computer-Aided Design and Computer Graphics.

[26]  Shi-Min Hu,et al.  Global contrast based salient region detection , 2011, CVPR 2011.

[27]  Ligang Liu,et al.  Mesh saliency with global rarity , 2013, Graph. Model..

[28]  J. Warren,et al.  Mean value coordinates for closed triangular meshes , 2005, SIGGRAPH 2005.

[29]  Kun Zhou,et al.  Mesh editing with poisson-based gradient field manipulation , 2004, SIGGRAPH 2004.

[30]  Olga Sorkine-Hornung,et al.  On Linear Variational Surface Deformation Methods , 2008, IEEE Transactions on Visualization and Computer Graphics.