A method for unsupervised change detection and automatic radiometric normalization in multispectral data

34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring

Volumn , Issue , 2011, Pages

  Nielsen, A A ^a   Canty, M J ^b  

^a TECHNICAL UNIVERSITY OF DENMARK   (Denmark)

^b Institute for Bio and Geoscience   (Germany)

Author keywords

Canonical correlation analysis; IMAD; IR MAD; MAD; Multivariate alteration detection

Indexed keywords

ALTERATION DETECTIONS; CANONICAL CORRELATION ANALYSIS; IMAD; IR-MAD; MAD;

COMPUTER SOFTWARE; ENVIRONMENTAL ENGINEERING; MATLAB; REMOTE SENSING; SIGNAL DETECTION;

ITERATIVE METHODS;

EID: 84879762820     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. M.J. Canty, Image Analysis, Classification and Change Detection in Remote Sensing, with Algorithms for ENVI/IDL, Second Revised Edition, Taylor & Francis, CRC Press, 2010.
2. M.J. Canty and A.A. Nielsen, "Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation, " Remote Sensing of Environment 112(3), pp. 1025-1036, 2008. http://www.imm.dtu.dk/pubdb/p.php?5362.
3. M.J. Canty, A.A. Nielsen, and M. Schmidt, "Automatic radiometric normalization of multitemporal satellite imagery, " Remote Sensing of Environment 91, pp. 441-451, 2004. http://www.imm.dtu.dk/pubdb/p.php?2815.
4. P. Coppin, I. Jonckheere, K. Nackaerts, and B. Muys, "Digital change detection methods in ecosystem monitoring: A review, " International Journal of Remote Sensing 25(9), pp. 1565-1596, 2004.
5. Y. Du, P.M. Teillet, and J. Cihlar, "Radiometric normalization of multitemporal high-resolution images with quality control for land cover change detection, " Remote Sensing of Environment 82, pp. 123-134, 2002.
6. S.L. Furby and N.A. Campbell, "Calibrating images from different dates to like-value counts, " Remote Sensing of Environment 77, pp. 186-196, 2001.
7. A.A. Green, M. Berman, P. Switzer, and M.D. Craig, "A transformation for ordering multispectral data in terms of image quality with implications for noise removal, " IEEE Transactions on Geoscience and Remote Sensing 26(1), pp. 65- 74, 1988.
8. H. Hotelling, "Relations between two sets of variates, " Biometrika XXVIII, pp. 321-377, 1936.
9. A.A. Nielsen, "The regularized iteratively reweighted MAD method for change detection in multi- and hyperspectral data, " IEEE Transactions on Image Processing 16(2), pp. 463-468, 2007. http://www.imm.dtu.dk/pubdb/p.php? 4695.
10. A.A. Nielsen, "Kernel maximum autocorrelation factor and minimum noise fraction transformations, " IEEE Transactions on Image Processing, in press, 2011. http://www.imm.dtu.dk/pubdb/p.php?5925.
11. A.A. Nielsen, K. Conradsen, and J.J. Simpson, "Multivariate alteration detection (MAD) and MAF post-processing in multispectral, bi-temporal image data: New approaches to change detection studies, " Remote Sensing of Environment 64, pp. 1-19, 1998. http://www.imm.dtu.dk/pubdb/p.php?1220.
12. B. Schölkopf, A. Smola, and K.-R. Müller. "Nonlinear component analysis as a kernel eigenvalue problem, " Neural Computation 10(5), pp. 1299-1319, 1998.
13. X. Yang and C.P. Lo, "Relative radiometric normalization performance for change detection from multi-date satellite images, " Photogrammetric Engineering and Remote Sensing 66, pp. 967-980, 2000.