Subpixel mapping using markov random field with multiple spectral constraints from subpixel shifted remote sensing images

IEEE Geoscience and Remote Sensing Letters

Volumn 10, Issue 3, 2013, Pages 598-602

  Wang, Liguo ^a   Wang, Qunming ^a,b  

^a HARBIN ENGINEERING UNIVERSITY   (China)

^b HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

Land cover; Markov random field (MRF); multiple spectral constraints; subpixel mapping (SPM)

Indexed keywords

ENERGY FUNCTIONS; IMAGE INTERPOLATIONS; LAND COVER; LAND COVER MAPS; MARKOV RANDOM FIELDS; REAL IMAGES; REMOTE SENSING IMAGES; SPATIAL RESOLUTION; SPATIAL RESOLUTION IMAGES; SPECTRAL CONSTRAINTS; SPECTRAL INFORMATION; SPM METHOD; SUB PIXELS; SUB-PIXEL MAPPING; SUPPLEMENTARY INFORMATION;

COMPUTER SIMULATION; HOPFIELD NEURAL NETWORKS; IMAGE RECONSTRUCTION; IMAGE RESOLUTION;

PHOTOMAPPING;

EID: 84870483675     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2012.2215573     Document Type: Article

References (23)

1. P. M. Atkinson, "Mapping sub-pixel boundaries from remotely sensed images," in Innovations in GIS. New York: Taylor & Francis, 1997, pp. 166-180.
2. J. Verhoeye and R. De Wulf, "Land-cover mapping at sub-pixel scales using linear optimization techniques," Remote Sens. Environ., vol. 79, no. 1, pp. 96-104, Jan. 2002. (Pubitemid 34050058)
3. K. C. Mertens, B. D. Basets, L. P. C. Verbeke, and R. De Wulf, "A sub-pixel mapping algorithm based on sub-pixel/pixel spatial attraction models," Int. J. Remote Sens., vol. 27, no. 15, pp. 3293-3310, Aug. 2006. (Pubitemid 44203582)
4. A. J. Tatem, H. G. Lewis, P. M. Atkinson, and M. S. Nixon, "Increasing the spatial resolution of agricultural land cover maps using a Hopfield neural network," Int. J. Geograph. Inf. Sci., vol. 17, no. 7, pp. 647-672, 2003. (Pubitemid 37317316)
5. K. C. Mertens, L. P. C. Verbeke, E. I. Ducheyne, and R. De Wulf, "Using genetic algorithms in sub-pixel mapping," Int. J. Remote Sens., vol. 24, no. 21, pp. 4241-4247, Nov. 2003. (Pubitemid 37447114)
6. P. M. Atkinson, "Sub-pixel target mapping from soft-classified, remotely sensed imagery," Photogramm. Eng. Remote Sens., vol. 71, no. 7, pp. 839-846, Jul. 2005. (Pubitemid 43142229)
7. M. W. Thornton, P. M. Atkinson, and D. A. Holland, "Sub-pixel mapping of rural land cover objects from fine spatial resolution satellite sensor imagery using super-resolution pixel-swapping," Int. J. Remote Sens., vol. 27, no. 3, pp. 473-491, Feb. 2006.
8. A. M. Muad and G. M. Foody, "Super-resolution mapping of lakes from imagery with a coarse spatial and fine temporal resolution," Int. J. Appl. Earth Observ. Geoinform., vol. 15, pp. 79-91, Apr. 2012.
9. G. M. Foody, A. M. Muslim, and P. M. Atkinson, "Super-resolution mapping of the waterline from remotely sensed data," Int. J. Remote Sens., vol. 26, no. 24, pp. 5381-5392, Dec. 2005. (Pubitemid 43878387)
10. T. Kasetkasem, M. K. Arora, and P. K. Varshney, "Super-resolution landcover mapping using a Markov random field based approach," Remote Sens. Environ., vol. 96, no. 3/4, pp. 302-314, Jun. 2005.
11. P. M. Atkinson, "Issues of uncertainty in super-resolution mapping and their implications for the design of an inter-comparison study," Int. J. Remote Sens., vol. 30, no. 20, pp. 5293-5308, Sep. 2009.
12. A. Boucher and P. C. Kyriakidis, "Super-resolution land cover mapping with indicator geostatistics," Remote Sens. Environ., vol. 104, no. 3, pp. 264-282, Oct. 2006. (Pubitemid 44414910)
13. M. Q. Nguyen, P. M. Atkinson, and H. G. Lewis, "Superresolution mapping using a Hopfield neural network with fused images," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 3, pp. 736-749, Mar. 2006. (Pubitemid 43282748)
14. F. Ling, Y. Du, F. Xiao, H. Xue, and S. Wu, "Super-resolution land-cover mapping using multiple sub-pixel shifted remotely sensed images," Int. J. Remote Sens., vol. 31, no. 19, pp. 5023-5040, Jun. 2010.
15. M. Q. Nguyen, P. M. Atkinson, and H. G. Lewis, "Super-resolution mapping using Hopfield neural network with panchromatic imagery," Int. J. Remote Sens., vol. 32, no. 21, pp. 6149-6176, Nov. 2011.
16. P. Aplin and P. M. Atkinson, "Sub-pixel land cover mapping for per-field classification," Int. J. Remote Sens., vol. 22, no. 14, pp. 2853-2858, 2001. (Pubitemid 32863576)
17. M. Q. Nguyen, P. M. Atkinson, and H. G. Lewis, "Superresolution mapping using a Hopfield neural network with LIDAR data," IEEE Geosci. Remote Sens. Lett., vol. 2, no. 3, pp. 366-370, Jul. 2005. (Pubitemid 41633151)
18. F. Ling, F. Xiao, Y. Du, H. Xue, and X. Ren, "Waterline mapping at the subpixel scale from remote sensing imagery with high-resolution digital elevation models," Int. J. Remote Sens., vol. 29, no. 6, pp. 1809-1815, Mar. 2008. (Pubitemid 351338304)
19. X. Jia and J. A. Richards, "Managing the spectral-spatial mix in context classification using Markov random fields," IEEE Geosci. Remote Sens. Lett., vol. 5, no. 2, pp. 311-314, Apr. 2008.
20. V. A. Tolpekin and A. Stein, "Quantification of the effects of land-coverclass spectral separability on the accuracy of Markov-random-field based superresolution mapping," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 9, pp. 3283-3297, Sep. 2009.
21. B. Zhang, S. Li, X. Jia, L. Gao, and M. Peng, "Adaptive Markov random field approach for classification of hyperspectral imagery," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 5, pp. 973-977, Sep. 2011.
22. L.Wang, X. Jia, and Y. Zhang, "A novel geometry-based feature-selection technique for hyperspectral imagery," IEEE Geosci. Remote Sens. Lett., vol. 4, no. 1, pp. 171-175, Jan. 2007. (Pubitemid 46180279)
23. D. C. Heinz and C.-I. Chang, "Fully constrained least squares linear spectral mixture analysis method for material quantification in hyperspectral imagery," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 3, pp. 529-545, Mar. 2001. (Pubitemid 32400422)