Land cover change detection at coarse spatial scales based on iterative estimation and previous state information

Remote Sensing of Environment

Volumn 95, Issue 4, 2005, Pages 464-479

  Le Hegarat Mascle S ^a   Ottle C ^a   Guerin C ^a  

^a SERVICE D AÉRONOMIE DU CNRS   (France)

Author keywords

AVHRR; Change detection; Coarse spatial resolution; Land cover monitoring; Multitemporal series; VEGETATION sensor

Indexed keywords

ALGORITHMS; ITERATIVE METHODS; LINEAR SYSTEMS; MARKOV PROCESSES; MATHEMATICAL MODELS; OPTICAL RESOLVING POWER; PARAMETER ESTIMATION; WATERSHEDS;

COMPOSITION ESTIMATION; LAND COVER; MARKOVIAN CHAIN MODELS; SPATIAL RESOLUTION;

REMOTE SENSING;

AVHRR; DETECTION METHOD; IMAGE ANALYSIS; LAND USE CHANGE; PIXEL; REMOTE SENSING; SPATIAL RESOLUTION;

EID: 16444378415     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2005.01.011     Document Type: Article

References (32)

1. J.S. Borak, E.F. Lambin, and A.H. Strahler The use of temporal metrics for land cover change detection at coarse spatial scales International Journal of Remote Sensing 21 6-7 2000 1415 1432
2. L. Bruzzone, and D.F. Prieto An adaptive semiparametric and context-based approach to unsupervised change detection in multitemporal remote-sensing images IEEE Transactions on Image Processing 11 4 2002 452 466
3. H. Cardot, R. Faivre, and M. Goulard Functional approaches for predicting land use with the temporal evolution of coarse resolution remote sensing data Journal of Applied Statistics 30 2003 1185 1199
4. G. Celeux, and J. Diebolt L'algorithme SEM: un algorithme d'apprentissage probabiliste pour la reconnaissance de mélange de densités Revue de Statistique Appliquée 34 2 1986 35 52
5. P.R. Coppin, E. Lambin, and I. Jonckheere Digital change detection methods in natural ecosystem monitoring: A review L. Bruzzone P. Smits Analysis of Multitemporal Remote Sensing Images 2002 World Scientific
6. X. Dai, and S. Khorram The effects of image misregistration on the accuracy of remotely sensed change detection IEEE Transactions on Geoscience and Remote Sensing 36 5 1998 1566 1577
7. A. Dempster, N. Laird, and D. Rubin Maximum likelihood from incomplete data via the EM algorithm Journal of the Royal Statistical Society. Series B 39 1 1977 1 38
8. R. Faivre, C. Bastié, and A. Husson Integration of VEGETATION and HRVIR data into yield estimation approach G. Saint Proceedings of Vegetation 2000, 2 Years of Operation to Prepare the Future 2000 Joint Research Center Ispra, Varese (Italy) 235 240 Space Application Institute
9. R. Faivre, and A. Fischer Predicting crop reflectances using satellite data observing mixed pixels Journal of Agricultural, Biological and Environmental Statistics 2 1997 87 107
10. P.E. Gill, S. Hammarling, W. Murray, M.A. Saunders, and M.H. Wright User's guide for LSSOL (version 1.0): Linearly constrained linear least squares problems and convex quadratic programming Report SOL vol. 86-1 1986 Department of Operational Research, Stanford University
11. P.E. Gill, W. Murray, M.A. Saunders, and M.H. Wright Procedures for optimization problems with a mixture of bounds and general linear constraints ACM Transactions on Mathematical Software 10 1984 282 298
12. P.E. Gill, W. Murray, and M.H. Wright Practical Optimization 1981 Academic Press
13. A. Giordano CORINE Soil Erosion Risk and Important Land Resources 1990 European Communities
14. F. Habets, P. Etchevers, C. Golaz, E. Leblois, E. Ledoux, and E. Martin Simulation of the water budget and the river flows of the Rhone basin Journal of Geophysical Research 104 D24 2000 31145 31172
15. H. Hartley Maximum likelihood estimation from incomplete data Biometrics 14 1958 174 194
16. E.F. Lambin, and A.H. Strahler Indicators of land-cover change for change-vector analysis in multitemporal space at coarse spatial scales International Journal of Remote Sensing 15 10 1994 2099 2119
17. S. Le Hégarat-Mascle, and R. Seltz Automatic change detection by evidential fusion of change indices Remote Sensing of Environment 91 3-4 2004 390 404
18. S. Le Hégarat-Mascle, D. Vidal-Madjar, and P. Olivier Applications of simulated annealing to SAR image clustering and classification problems International Journal of Remote Sensing 17 9 1996 1761 1776 June
19. G. McLachlan, and T. Krishnan The EM Algorithm and Extensions. Wiley Series in Probability and Statistics 1997 John Wiley & Sons
20. J.F. Mas Monitoring land-cover changes: A comparison of change detection techniques International Journal of Remote Sensing 20 1 1999 139 152
21. P. Masson, and W. Pieczynski SEM algorithm and unsupervised statistical segmentation of satellite images IEEE Transactions on Geoscience and Remote Sensing 34 3 1993 618 633
22. 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 Sensing of Environment 64 1998 1 19
23. C. Ottlé, P. Etchevers, C. Golaz, F. Habets, J. Noilhan, and E. Martin The French Rhone program: Coupled modelisation (surface-atmosphere) of the water discharges, general presentation and objectives Physics and Chemistry of the Earth 26 5-6 2001 443 453
24. C. Ottlé, D. Richard, S. Le Hégarat-Mascle, C. Guérin, J. Noilhan, and P. LeMoigne Modélisation hydro-météorologique du bassin du Rhône: Apport de la télédétection spatiale La Houille Blanche 1 2002 57 61
25. W. Pieczynski Statistical image segmentation Machine Graphics & Vision 1 1/2 1992 261 268
26. B. Pinty, and M.M. Verstraete GEMI: A non linear index to monitor global vegetation from satellite Vegetation 101 1992 15 20
27. D. Roy The impact of misregistration upon composite wide field of view satellite data and implications for change detection IEEE Transactions on Geoscience and Remote Sensing 38 4 2000 2017 2032
28. J. Settle, and N. Campbell On the errors of two estimators of sub-pixel fractional cover when mixing is linear IEEE Transactions on Geoscience and Remote Sensing 36 1998 163 170
29. A. Singh Digital change detection techniques using remotely-sensed data International Journal of Remote Sensing 10 6 1989 989 1003
30. P.C. Smits, and A. Annoni Toward specification-driven change detection IEEE Transactions on Geoscience and Remote Sensing 38 3 2000 1484 1488
31. J. Townshend, C. Justice, C. Gurney, and J. McManus The impact of misregistration on change detection IEEE Transactions on Geoscience and Remote Sensing 30 5 1992 1054 1060
32. M. Weiss, F. Baret, M. Leroy, O. Hautecoeur, C. Bacour, and L. Prévot Validation of neural net techniques to estimate canopy biophysical variables from remote sensing data Agronomy: Agriculture and Environment 22 2002 547 553