Urbanization detection by a region based mixed information change analysis between built-up indicators

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 6, Issue 6, 2013, Pages 2410-2420

  Gueguen, Lionel ^a,b   Pesaresi, Martino ^a   Ehrlich, Daniele ^a   Lu, Linlin ^c   Guo, Huadong ^c  

^a JOINT RESEARCH CENTRE   (Italy)

^b DigitalGlobe Inc   (United States)

^c INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

Author keywords

Built up presence; local mixed information; mutual information; PanTex; unsupervised change detection; urbanization analysis

Indexed keywords

BUILT-UP PRESENCE; LOCAL MIXED INFORMATION; MUTUAL INFORMATIONS; PANTEX; UNSUPERVISED CHANGE DETECTION; URBANIZATION ANALYSIS;

EARTH SCIENCES; REMOTE SENSING;

SIGNAL DETECTION;

IMAGE ANALYSIS; IMAGE RESOLUTION; PROBABILITY; SPOT; URBANIZATION;

CHINA; HEBEI; TANGSHAN;

EID: 84890115394     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2013.2246547     Document Type: Article

References (23)

1. P. Gamba and M. Herold, Global Mapping of Human Settlement: Experiences, Datasets, and Prospects. Boca Raton, FL, USA: CRC Press, 2009.
2. M. Guler, T. Yomralioglu, and S. Reis, "Using Landsat data to determine land use/land cover changes in Samsun Turkey," Environmental Monitoring and Assessment, vol. 127, pp. 155-167, 2007. (Pubitemid 46359344)
3. M. Pesaresi, A. Gerhardinger, and F. Kayitakire, "A robust built-up area presence index by anisotropic rotation-invariant textural measure," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 1, no. 3, pp. 180-192, 2008.
4. M. Pesaresi, D. Ehrlich, I. Caravaggi, M. Kauffmann, and C. Louvrier, "Toward global automatic built-up area recognition using optical VHR imagery," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 4, pp. 923-934, Dec. 2011.
5. L. Bruzzone and D. F. Prieto, "Automatic analysis of the difference image for unsupervised change detection," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 3, pp. 1171-1182, 2000.
6. P. Gong, "Change detection using principal component analysis and fuzzy set theory," Can. J. Remote Sens., vol. 19, pp. 22-29, 1993.
7. A. A. Nielsen, K. Conradsen, and J. J. Simpson, "Multivariate alteration detection MAD and MAF postprocessing in multispectral, bitemporal image data: New approaches to change detection studies," Remote Sens. Environ., vol. 64, no. 1, pp. 1-19, 1998. (Pubitemid 29363056)
8. A. A. Nielsen, "The regularized iteratively reweighted MAD method for change detection in multi-and hyperspectral data," IEEE Trans. Image Process., vol. 16, no. 2, pp. 463-478, 2007. (Pubitemid 46421687)
9. L. Gueguen, P. Soille, and M. Pesaresi, "Change detection based on information measure," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 11, pp. 4503-4515, Nov. 2011.
10. D. Haverkamp and C. Tsatsoulis, "Information fusion for estimation of summer MIZ ice concentration from SAR imagery," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 3, pp. 1278-1291, May 1999.
11. D. Ehrlich and C. Bielski, "Texture based change detection of built-up on spot panchromatic imagery using PCA," in 2011 Joint Urban Remote Sensing Event (JURSE), Apr. 2011, pp. 77-80.
12. R. M. Haralick, K. Shanmugam, and I. Dinstein, "Textural features for image classification," IEEE Trans. Syst., Man Cybern., vol. 3, no. 6, pp. 610-621, Nov. 1973.
13. M. Pesaresi, "Texture analysis for urban pattern recognition using fine-resolution panchromatic satellite imagery," Geographical and Environmental Modelling, vol. 4, no. 1, pp. 43-63, 2000. (Pubitemid 30244997)
14. L. Gueguen, P. Soille, and M. Pesaresi, "A new built-up presence index based on density of corners," in Proc. IEEE IGARSS 2012, Munich, Germany, Jul. 2012, pp. 5398-5401.
15. M. Trajkovic and M. Hedley, "Fast corner detection," Image Vis. Comput., vol. 16, no. 2, pp. 75-87, 1998. (Pubitemid 128393843)
16. A. Singh, "Digital change detection techniques using remotely-sensed data," Int. J. Remote Sens., vol. 10, no. 6, pp. 989-1003, 1989.
17. G. Mercier, S. Derrode, W. Pieczynski, J.-M. Nicolas, A. Joannic-Chardin, and J. Inglada, "Copula-based stochastic kernels for abrupt change detection," in Proc. IEEE IGARSS 2006, 2006, pp. 204-207. (Pubitemid 47515482)
18. J. Theiler and S. Perkins, "Proposed framework for anomalous change detection," in ICML Workshop on Machine Learning Algorithms for Surveillance and Event Detection, 2006, pp. 7-14.
19. L. Gueguen and M. Datcu, "Mixed information measure: Application to change detection in earth observation," in 5th Int. Workshop Analysis of Multi-Temporal Remote Sensing Images (MultiTemp), Groton, Connecticut, USA, Jul. 2009.
20. E. J. Wegman, "Nonparametric probability density estimation: I. A summary of available methods," Technometrics, vol. 14, no. 3, pp. 533-546, 1972.
21. D. P. Palomar and S. Verdu, "Lautum information," IEEE Trans. Inf. Theory, vol. 54, no. 3, pp. 964-975, Mar. 2008. (Pubitemid 351410913)
22. S. Kullback and R. A. Leibler, "On information and sufficiency," Ann. Math. Statist., vol. 22, no. 1, pp. 79-86, 1951.
23. M. J. Canty and A. A. Nielsen, "Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation," Remote Sens. Environ., vol. 112, no. 3, pp. 1025-1036, 2008. (Pubitemid 351296251)