Super-resolution mapping via multi-dictionary based sparse representation

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2014, Pages 3523-3527

  Huang, Huijuan ^a   Yu, Jing ^a   Sun, Weidong ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

multi dictionary learning; sparse representation; spatial dependence; Super resolution mapping

Indexed keywords

MAPPING; SIGNAL PROCESSING;

ALLOCATION PROCESS; DISTRIBUTION MODES; MULTI-DICTIONARY LEARNING; RECONSTRUCTION ERROR; SPARSE REPRESENTATION; SPATIAL DEPENDENCE; SPECTRAL DISTORTIONS; SUPER-RESOLUTION MAPPINGS;

OPTICAL RESOLVING POWER;

EID: 84905230177     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2014.6854256     Document Type: Conference Paper

References (15)

1. P. M. Atkinson, "Mapping sub-pixel boundaries from remotely sensed images," in Innovations in GIS 4, chapter 12, pp. 166-180. Taylor & Francis, 1997.
2. K. C. Mertens, B. de Baets, L. P. C. Verbeke, and R. R. deWulf, "A subpixel mapping algorithm based on subpixel/pixel spatial attraction models," Int. J. Remote Sens., vol. 27, no. 15, pp. 3293-3310, 2006.
3. Y. Zhong and L. Zhang, "Remote sensing image subpixel mapping based on adaptive differential evolution," IEEE Trans. Syst. Man Cybern. B, Cybern., vol. 42, no. 5, pp. 1306-1329, 2012.
4. P. M. Atkinson, "Issues of uncertainty in super-resolution mapping and their implications for the design of an intercomparison study," Int. J. Remote Sens., vol. 30, no. 20, pp. 5293-5308, 2009.
5. A. Villa, J. Chanussot, J. A. Benediktsson, and C. Jutten, "Spectral unmixing for the classification of hyperspectral images at a finer spatial resolution," IEEE J. Sel. Top. Signal Process., vol. 5, no. 3, pp. 521-533, 2011.
6. J. Verhoeye and R. R. De Wulf, "Land cover mapping at sub-pixel scales using linear optimization techniques," Remote Sensing of Environment, vol. 79, no. 1, pp. 96-104, 2002.
7. A. J. Tatem, H. G. Lewis, P. M. Atkinson, and M. S. Nixon, "Super-resolution land cover pattern prediction using a hopfield neural network," Remote Sens. Environ., vol. 79, no. 1, pp. 1-14, 2002.
8. A. Boucher, P. C. Kyriakidis, and C. Cronkite-Ratcliff, "Geostatistical solutions for super-resolution land cover mapping," IEEE Trans. on Geosci. and Remote Sens., vol. 46, no. 1, pp. 272-283, 2008.
9. K. C. Mertens, L. P. C. Verbeke, T.Westra, and R. R. DeWulf, "Sub-pixel mapping and sub-pixel sharpening using neural network predicted wavelet coefficients," Remote Sens. Environ., vol. 91, no. 2, pp. 225-236, 2004.
10. Y. Gu, Y. Zhang, and J. Zhang, "Integration of spatial-spectral information for resolution enhancement in hyperspectral images," IEEE Trans. on Geosci. and Remote Sens., vol. 46, no. 5, pp. 1347-1358, 2008.
11. M. Elad and M. Aharon, "Image denoising via sparse and redundant representations over learned dictionaries," IEEE Trans. Image Process., vol. 15, no. 12, pp. 3736-3745, 2006.
12. J. Mairal, G. Sapiro, and M. Elad, "Learning multiscale sparse representations for image and video restoration," SIAM Multiscale Model. Simul. (USA), vol. 7, no. 1, pp. 214-41, 2008.
13. J. Wright, A. Y. Yang, A. Ganesh, S. S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 2, pp. 210-227, 2009.
14. M. Aharon, M. Elad, and A. Bruckstein, "k-svd: An algorithm for designing overcomplete dictionaries for sparse representation," IEEE Trans. Signal Process., vol. 54, no. 11, pp. 4311-4322, 2006.
15. J. A. Tropp and A. C. Gilbert, "Signal recovery from random measurements via orthogonal matching pursuit," IEEE Trans. Inf. Theory, vol. 53, no. 12, pp. 4655-4666, 2007.