The hybrid CPU/GPU implementation of the computational procedure for digital terrain models generation from satellite images

Автор: Fursov Vladimir Alekseyevich, Goshin Yegor Vyacheslavovich, Kotov Anton Petrovich

Журнал: Компьютерная оптика @computer-optics

Рубрика: Обработка изображений: Распознавание образов

Статья в выпуске: 5 т.40, 2016 года.

Бесплатный доступ

In this paper a procedure of building a digital terrain model (DTM) from the satellite images is researched. The procedure is based on the authors' previously developed algorithms of fast image matching for building disparity maps implemented on GPUs (Graphics Processing Units). In this paper we propose a computational procedure for constructing a DTM from the satellite stereo images. Experimental studies have shown that while this procedure constructs a DTM that may be less accurate than the one achieved with the use of the ENVI software, it offers a significantly shorter time of processing.

Digital image processing, stereo images, 3d-scene reconstruction, image matching, cuda-technology, envi

Короткий адрес: https://sciup.org/14059611

IDR: 14059611   |   DOI: 10.18287/2412-6179-2016-40-5-721-728

Список литературы The hybrid CPU/GPU implementation of the computational procedure for digital terrain models generation from satellite images

  • Qayyum, A. Comparison of digital elevation models based on high resolution satellite stereo imagery/A. Qayyum, A.S. Malik, M.N.B. Muhammad Saad//International Conference on Space Science and Communication (IconSpace) 2015. -2015. -P. 203-208.
  • Pandey, P. Generation and evaluation of Cartosat-1 DEM for Chhota Shigri Glacier, Himalaya/P. Pandey, G. Venkataraman//International Journal of Geomatics and Geosciences. -2012. -Vol. 2(3). -P. 704.
  • Giribabu, D. Improving Cartosat-1 DEM accuracy using synthetic stereo pair and triplet/D. Giribabu, S.S. Rao, Y.K. Murthy ISPRS Journal of Photogrammetry and Remote Sensing. -2013. -Vol. 77. -P. 31-43. - DOI: 10.1016/j.isprsjprs.2012.12.005
  • Fraser, C.S. Bias-compensated RPCs for sensor orientation of high-resolution satellite imagery/C.S. Fraser, H.B. Hanley//Photogrammetric Engineering & Remote Sensing. -2005. -Vol. 71(8). -P. 909-915. - DOI: 10.14358/PERS.71.8.909
  • Grodecki, J. Block adjustment of high-resolution satellite images described by rational polynomials/J. Grodecki, G. Dial//Photogrammetric Engineering & Remote Sensing. -2003. -Vol. 69(1). -P. 59-68. - DOI: 10.14358/PERS.69.1.59
  • Paradella, W.R. Using Geoeye-1 stereo data in mining application: automatic DEM generation/W.R. Paradella, P. Cheng//Geoinformatics. -2013. -Vol. 16. -P. 10-12.
  • Zhou, Y. Assessing the ability of Pleiades stereo imagery to determine height changes in earthquakes: A case study for the El Mayor-Cucapah epicentral area/Zhou Y, Parsons B, Elliott JR, Barisin I, Walker RT.//Journal of Geophysical Research: Solid Earth 2015; 120(12): 8793-8808 DOI: 10.1002/2015JB012358
  • User guide ENVI. -URL: www.exelisvis.com/portals/0/pdfs/envi/DEM_Extraction_Module.pdf.
  • User guide PHOTOMOD. -URL: www2.racurs.ru/download/docs/rus/DEM.pdf.
  • User guide Geomatica. -Source: www.pcigeomatics.com/pdf/geomatica/tutorials/Live_DEM_Editing.pdf.
  • Gomez-Balderas, J.-E. A 3D reconstruction from real-time stereoscopic images using GPU/J.-E. Gomez-Balderas, D. Houzet//Conference on Design and Architectures for Signal and Image Processing (DASIP 2013). -2013. -P. 253-258.
  • Pollefeys, M. Detailed real-time urban 3d reconstruction from video/M. Pollefeys, D. Nistér, J.M. Frahm, A. Akbarzadeh, P. Mordohai, B. Clipp, C. Engels, D. Gallup, S.-J. Kim, P. Merrell, C. Salmi, S. Sinha, B. Talton, L. Wang, Q. Yang, H. Stewénius, R. Yang, G. Welch, H. Towles//International Journal of Computer Vision. -2008. -Vol. 78(2-3). -P. 143-167. - DOI: 10.1007/s11263-007-0086-4
  • Kotov, A.P. Technology for fast 3D-scene reconstruction from stereo images/A.P. Kotov, V.A. Fursov, E.V. Goshin//Computer Optics. -2015. -Vol. 39(4). -P. 600-605. - DOI: 10.18287/0134-2452-2015-39-4-600-605
  • Baltsavias, E.P. SPOT stereo matching for DTM generation/E.P. Baltsavias, D. Stallmann//Proceedings of SPIE. -1993. -Vol. 1944. -P. 152-163. - DOI: 10.1117/12.155800
  • Kadomcev BB. Dynamics and the Information. Izbrannye trudy: in 6 volumes/Kadomcev BB. -Moscow: “Fizmatlit” Publisher, 2003. -Vol. 2. -P. 508-515. -.
  • Rational Functional Model. -URL: geotiff.maptools.org/STDI-0002_v2.1.pdf.
  • Forsyth, D.A. Computer vision: A modern approach/D.A. Forsyth, J. Ponce. -Prentice Hall Professional Technical Reference, 2002. -ISBN: 0-130-85198-1.
  • Hartley, R.I. Theory and practice of projective rectification/R.I. Hartley//International Journal of Computer Vision. -1999. -Vol. 35(2). -P. 115-127. - DOI: 10.1023/A:1008115206617
  • Fursov, V.A. Information technology for digital terrain model reconstruction from stereo images/V.A. Fursov, E.V. Goshin//Computer Optics. -2014. -Vol. 38(2). -P. 335-342.
  • Jacobsen, K. DEM generation from high resolution satellite imagery/K. Jacobsen//Photogrammetrie-Fernerkundung-Geoinformation. -2013. -Vol. 5. -P. 483-493.
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