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Image retargeting using multi-map constrained region warping

Published: 19 October 2009 Publication History

Abstract

Image retargeting aims to adapt images to various screens with small sizes and arbitrary aspect ratios. In this paper, we propose a novel image retargeting approach based on region warping, which emphasizes the image parts with important content while reducing the visual distortion over the whole image. First, the original image is decomposed into homogeneous regions and further represented by curve-edge trapezoid meshes. Then, two kinds of energy maps, importance map and sensitivity map, are calculated by visual attention model and weighted gradient map respectively. With mesh representation and energy map constraints, image retargeting is formulated to a constrained optimization problem of mesh vertexes relocation. Finally, the target image is generated by separately warping the regions based on the deduced optimal solution. The experiments on different images demonstrate the effective and efficiency of our algorithm.

References

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H. Liu, S. Jiang, Q. Huang, C. Xu, and W. Gao. Region-based visual attention analysis with its application in image browsing on small displays. ACM MM, Germany, 2007.
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T. Ren, Y. Liu, and G. Wu. Image retargeting based on global energy optimization. ICME, USA, 2009.
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V. Setlur, S. Takagi, R. Raskar, M. Gleicher, and B. Gooch. Automatic image retargeting. Int'l Conf. Mobile and Ubiquitous Multimedia, New Zealand, 2005.
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L. Wolf, M. Guttmann, and D. Cohen-Or. Non--homogeneous content-driven video-retargeting. ICCV, Brazil, 2007.
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L.-Q. Chen, X. Xie, X. Fan, W.-Y. Ma, H.-J. Zhang, and H.-Q. Zhou. A visual attention model for adapting images on small displays. Multimedia Systems, 9(4):353--364, 2003.
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M. Rubinstein, A. Shamir, and S. Avidan. Improved seam carving for video retargeting. SIGGRAPH, USA, 2008.
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F. Liu and M. Gleicher. Automatic image retargeting with fisheye-view warping. Symp. UIST, USA, 2005.
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Y.-S. Wang, C.-L. Tai, O. Sorkine, and T.-Y. Lee. Optimized scale-and-stretch for image resizing. TOG, 27(5), 2008.
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Y. Guo, F. Liu, J. Shi, Z.-H. Zhou, and M. Gleicher. Image retargeting using mesh parametrization. TMM, 2009.
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Cited By

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  • (2021)Efficient Medical Image Adaption via Axis-Aligned Mesh DeformationJournal of Medical Imaging and Health Informatics10.1166/jmihi.2021.354711:8(2048-2054)Online publication date: 1-Aug-2021
  • (2018)Image Retargeting via Beltrami RepresentationIEEE Transactions on Image Processing10.1109/TIP.2018.285814627:12(5787-5801)Online publication date: 1-Dec-2018
  • (2017)Optimized Multioperator Image Retargeting Based on Perceptual Similarity MeasureIEEE Transactions on Systems, Man, and Cybernetics: Systems10.1109/TSMC.2016.255722547:11(2956-2966)Online publication date: Nov-2017
  • Show More Cited By

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Published In

cover image ACM Conferences
MM '09: Proceedings of the 17th ACM international conference on Multimedia
October 2009
1202 pages
ISBN:9781605586083
DOI:10.1145/1631272
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 19 October 2009

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Author Tags

  1. image retargeting
  2. mesh representation
  3. multiple energy maps
  4. region warping

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  • Short-paper

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MM09
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MM09: ACM Multimedia Conference
October 19 - 24, 2009
Beijing, China

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Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

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Cited By

View all
  • (2021)Efficient Medical Image Adaption via Axis-Aligned Mesh DeformationJournal of Medical Imaging and Health Informatics10.1166/jmihi.2021.354711:8(2048-2054)Online publication date: 1-Aug-2021
  • (2018)Image Retargeting via Beltrami RepresentationIEEE Transactions on Image Processing10.1109/TIP.2018.285814627:12(5787-5801)Online publication date: 1-Dec-2018
  • (2017)Optimized Multioperator Image Retargeting Based on Perceptual Similarity MeasureIEEE Transactions on Systems, Man, and Cybernetics: Systems10.1109/TSMC.2016.255722547:11(2956-2966)Online publication date: Nov-2017
  • (2017)Anisotropic energy accumulation for stereoscopic image seam carving2017 International Conference on 3D Immersion (IC3D)10.1109/IC3D.2017.8251899(1-7)Online publication date: Dec-2017
  • (2016)Applications of Saliency ModelsFrom Human Attention to Computational Attention10.1007/978-1-4939-3435-5_18(331-377)Online publication date: 30-Jun-2016
  • (2015)Retargeting Semantically-Rich PhotosIEEE Transactions on Multimedia10.1109/TMM.2015.245195417:9(1538-1549)Online publication date: Sep-2015
  • (2015)Perceptual Relevance Based Image RetargetingIEEE Signal Processing Letters10.1109/LSP.2014.236813622:6(705-708)Online publication date: Jun-2015
  • (2014)A survey for image resizingJournal of Zhejiang University SCIENCE C10.1631/jzus.C140010215:9(697-716)Online publication date: 23-Sep-2014
  • (2014)Shrink image by feature matrix decompositionNeurocomputing10.1016/j.neucom.2014.03.025140(162-171)Online publication date: Sep-2014
  • (2013)Multi-operator Image Retargeting Based on Automatic Quality AssessmentProceedings of the 2013 Seventh International Conference on Image and Graphics10.1109/ICIG.2013.92(428-433)Online publication date: 26-Jul-2013
  • Show More Cited By

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