Development of dense models of the Earth’s surface based on the semiglobal matching method for the case of multiple overlapping images
A method is developed for constructing a three-dimensional digital surface model based on the use of aerial images with multiple overlapping. The specific feature of this study is the use of the multiview matching method instead of stereo matching. The method is based on adapting the energy aggregat...
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| Veröffentlicht in: | Journal of computer & systems sciences international Jg. 56; H. 6; S. 997 - 1007 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Moscow
Pleiades Publishing
01.11.2017
Springer Nature B.V |
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| ISSN: | 1064-2307, 1555-6530 |
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| Abstract | A method is developed for constructing a three-dimensional digital surface model based on the use of aerial images with multiple overlapping. The specific feature of this study is the use of the multiview matching method instead of stereo matching. The method is based on adapting the energy aggregation algorithm, which was proposed in the semiglobal matching (SGM) method, to the object space, as well as using the one-to-many scheme of cost calculation. The reconstructed scene is represented as a voxel grid. A high-performance implementation of the digital surface model construction at all stages is proposed based on the massive parallelization of computations on a graphics processing unit. |
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| AbstractList | A method is developed for constructing a three-dimensional digital surface model based on the use of aerial images with multiple overlapping. The specific feature of this study is the use of the multiview matching method instead of stereo matching. The method is based on adapting the energy aggregation algorithm, which was proposed in the semiglobal matching (SGM) method, to the object space, as well as using the one-to-many scheme of cost calculation. The reconstructed scene is represented as a voxel grid. A high-performance implementation of the digital surface model construction at all stages is proposed based on the massive parallelization of computations on a graphics processing unit. |
| Author | Verkeenko, M. S. Gorbachev, V. A. |
| Author_xml | – sequence: 1 givenname: M. S. surname: Verkeenko fullname: Verkeenko, M. S. organization: State Research Institute of Aviation Systems (FGUP), State Scientific Center of Russian Federation (GOSNIIAS) – sequence: 2 givenname: V. A. surname: Gorbachev fullname: Gorbachev, V. A. email: vadim.gorbachev@gosniias.ru organization: State Research Institute of Aviation Systems (FGUP), State Scientific Center of Russian Federation (GOSNIIAS) |
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| Cites_doi | 10.1109/TPAMI.2007.1166 10.1007/s001380050120 10.1109/TPAMI.2008.221 10.1134/S1064230714020105 |
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| DOI | 10.1134/S1064230717060132 |
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| References_xml | – year: 2012 ident: CR2 article-title: SURE: photogrammetric surface reconstruction from imagery publication-title: Proceedings of the LowCost3D Workshop, Berlin, Germany – volume: 30 start-page: 328 year: 2008 end-page: 341 ident: CR1 article-title: Stereo processing by semi-global matching and mutual information publication-title: IEEE Trans. Pattern Anal. Machine Intelligence doi: 10.1109/TPAMI.2007.1166 – start-page: 391 year: 2005 end-page: 398 ident: CR5 article-title: Multi-view stereo via volumetric graph-cuts publication-title: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, San Diego, USA – year: 2016 ident: CR8 publication-title: Digital photogrammetrical system ZBuilder 1.0 – volume: 12 start-page: 16 year: 2000 end-page: 22 ident: CR10 article-title: A compact algorithm for rectification of stereo pairs publication-title: Machine Vision Appl. doi: 10.1007/s001380050120 – start-page: 227 year: 2012 end-page: 232 ident: CR6 article-title: Efficient and globally optimal multi view dense matching for aerial images publication-title: Proceedings of the XXII ISPRS Congress, Technical Commission III, Aug. 25–Sept. 01, 2012, Melbourne, Australia – year: 2008 ident: CR12 article-title: Mutual information based semi-global stereo matching on the GPU publication-title: Proceedings of the International Symposium on Visual Computing, Las Vegas, Nevada, USA – year: 2001 ident: CR4 article-title: Probabilistic framework for surface reconstruction from multiple images publication-title: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Kauai, USA – volume: 31 start-page: 1582 year: 2009 end-page: 1599 ident: CR9 article-title: Evaluation of stereo matching costs on images with radiometric differences publication-title: IEEE Trans. Pattern Anal. Machine Intelligence doi: 10.1109/TPAMI.2008.221 – start-page: 1 year: 2010 end-page: 8 ident: CR11 article-title: Does color really help in dense stereo matching publication-title: Proceedings of the International Symposium on 3D Data Processing, Visualization, and Transmission, Paris, France – start-page: 271 year: 2013 end-page: 284 ident: CR14 article-title: The landscape of dense image matching algorithms publication-title: Proceedings of the Photogrammetric Week’13 – volume: 53 start-page: 212 year: 2014 ident: CR7 article-title: Dense terrain stereoreconstruction using modified SGM publication-title: J. Comput. Syst. Sci. Int. doi: 10.1134/S1064230714020105 – year: 2010 ident: CR13 article-title: Computational optimized 3d reconstruction system for airborne image sequences publication-title: Proceedings of the ISPRS Commission I Mid-Term Symposium, June 15–18 Calgary, Alberta, Canada, 2010 – year: 2015 ident: CR3 article-title: Massively parallel multiview stereopsis by surface normal diffusion publication-title: Proceedings of the International Conference on Computer Vision, Santiago, Chile – volume-title: Proceedings of the LowCost3D Workshop, Berlin, Germany year: 2012 ident: 6720_CR2 – volume-title: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Kauai, USA year: 2001 ident: 6720_CR4 – volume-title: Proceedings of the ISPRS Commission I Mid-Term Symposium, June 15–18 Calgary, Alberta, Canada, 2010 year: 2010 ident: 6720_CR13 – start-page: 1 volume-title: Proceedings of the International Symposium on 3D Data Processing, Visualization, and Transmission, Paris, France year: 2010 ident: 6720_CR11 – volume-title: Digital photogrammetrical system ZBuilder 1.0 year: 2016 ident: 6720_CR8 – volume: 12 start-page: 16 year: 2000 ident: 6720_CR10 publication-title: Machine Vision Appl. doi: 10.1007/s001380050120 – start-page: 391 volume-title: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, San Diego, USA year: 2005 ident: 6720_CR5 – start-page: 271 volume-title: Proceedings of the Photogrammetric Week’13 year: 2013 ident: 6720_CR14 – volume: 30 start-page: 328 year: 2008 ident: 6720_CR1 publication-title: IEEE Trans. Pattern Anal. Machine Intelligence doi: 10.1109/TPAMI.2007.1166 – volume: 31 start-page: 1582 year: 2009 ident: 6720_CR9 publication-title: IEEE Trans. Pattern Anal. Machine Intelligence doi: 10.1109/TPAMI.2008.221 – volume-title: Proceedings of the International Conference on Computer Vision, Santiago, Chile year: 2015 ident: 6720_CR3 – volume-title: Proceedings of the International Symposium on Visual Computing, Las Vegas, Nevada, USA year: 2008 ident: 6720_CR12 – start-page: 227 volume-title: Proceedings of the XXII ISPRS Congress, Technical Commission III, Aug. 25–Sept. 01, 2012, Melbourne, Australia year: 2012 ident: 6720_CR6 – volume: 53 start-page: 212 year: 2014 ident: 6720_CR7 publication-title: J. Comput. Syst. Sci. Int. doi: 10.1134/S1064230714020105 |
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| SubjectTerms | Control Digital imaging Earth surface Engineering Matching Mechatronics Parallel processing Pattern Recognition and Image Processing Robotics Three dimensional models |
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| Title | Development of dense models of the Earth’s surface based on the semiglobal matching method for the case of multiple overlapping images |
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