An adaptive fuzzy-genetic algorithm approach for building detection using high-resolution satellite images

Computers, Environment and Urban Systems

Volumn 39, Issue , 2013, Pages 48-62

  Sumer, Emre ^a   Turker, Mustafa ^b  

^a BASKENT UNIVERSITY   (Turkey)

^b HACETTEPE UNIVERSITY   (Turkey)

Author keywords

Building detection; Fuzzy logic; Genetic algorithms; High resolution satellite imagery; Image processing

Indexed keywords

BUILDING DETECTION; CROSSOVER AND MUTATION; EVOLUTIONARY PROCESS; FUZZY GENETIC ALGORITHMS; HIGH RESOLUTION SATELLITE IMAGERY; HIGH RESOLUTION SATELLITE IMAGES; MORPHOLOGICAL IMAGE PROCESSING; PRE-MATURE CONVERGENCES;

BUILDINGS; CHROMOSOMES; FUZZY LOGIC; GENETIC ALGORITHMS; IMAGE PROCESSING;

SATELLITE IMAGERY;

ACCURACY ASSESSMENT; BUILDING; DETECTION METHOD; FUZZY MATHEMATICS; GENETIC ALGORITHM; IKONOS; IMAGE PROCESSING; SATELLITE IMAGERY; URBAN AREA;

ANKARA [ANKARA (PRV)]; ANKARA [TURKEY]; TURKEY;

EID: 84875774524     PISSN: 01989715     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compenvurbsys.2013.01.004     Document Type: Article

References (42)

1. Bielza C., Fernandez del Pozo J.A., Larranaga P., Bengoetxea E. Multidimensional statistical analysis of the parameterization of a genetic algorithm for the optimal ordering of tables. Expert Systems with Applications 2010, 37:804-815.
2. Chang-Shing L., Shu-Mei G., Chin-Yuan H. Genetic-based fuzzy image filter and its applications to image processing. IEEE Transactions on Systems, Man, and Cybernetics - Part B. Cybernetics 2005, 35:694-711.
3. De Jong, K. A. (1975). An analysis of the behavior of a class of genetic adaptive systems. Doctoral dissertation, University of Michigan, Ann Arbor, Michigan, USA.
4. Duda R.O., Hart P.E., Stork D.G. Pattern Classification (2nd ed.) 2001, Wiley-Blackwell.
5. European Resettlement Fund. (2011). Batikent project-Turkey. < Retrieved 12.10.11. http://vcn.bc.ca/citizens-handbook/unesco/most/easteur1.html.
6. Fraser C.S., Baltsavias E., Gruen A. 3-D building reconstruction from high-resolution Ikonos stereo-imagery. Automatic extraction of man-made objects from aerial and space images (III) 2001, 331-344. Balkema Publishing, Leiden. E.P. Baltsavias, A. Gruen, L.V. Gool (Eds.).
7. Garg P. A comparison between memetic algorithm and genetic algorithm for the cryptanalysis of simplified data encryption standard algorithm. International Journal of Network Security & Its Applications 2009, 1:34-42.
8. Gonzalez R.C., Woods R.E., Eddins S.L. Digital image processing using Matlab 2009, Gatesmark Publishing, LLC. 2nd ed.
9. Gonzalez R.C., Woods R.E. Digital image processing 2008, Pearson Education, New Jersey. 3rd ed.
10. Harvey N.R., Theiler J., Brumby S.P., Perkins S., Szymanski J.J., Bloch J.J., et al. Comparison of GENIE and conventional supervised classifiers for multispectral image feature extraction. IEEE Transactions on Geoscience and Remote Sensing 2002, 40:393-404.
11. Haupt R.L., Haupt S.E. Practical genetic algorithms 2004, John Wiley & Sons, New Jersey. 2nd ed.
12. Herrera F., Lozano M. Fuzzy adaptive genetic algorithms: Design, taxonomy and future directions. Soft Computing 2003, 7:545-562.
13. Holland J.H. Adaptation in natural and artificial systems 1992, MIT Press, Cambridge, MA, (Chapter 6). 2nd ed.
14. Inglada J. Automatic recognition of man-made objects in high resolution optical remote sensing images by SVM classification of geometric image features. ISPRS Journal of Photogrammetry and Remote Sensing 2007, 62:236-248.
15. Ioannidis C., Psaltis C., Potsiou C. Towards a strategy for control of suburban informal buildings through automatic change detection. Computers, Environment and Urban Systems 2009, 33:64-74.
16. Karantzalos K., Paragios N. Large scale building reconstruction through information fusion and 3-D priors. IEEE Transactions on Geoscience and Remote Sensing 2010, 48:2283-2296.
17. Kim T., Lee T.Y., Kim K.O. Semiautomatic building line extraction from Ikonos images through monoscopic line analysis. Photogrammetric Engineering and Remote Sensing 2006, 72:541-549.
18. Koc San D., Turker M. A model-based approach for automatic building database updating from high-resolution space imagery. International Journal of Remote Sensing 2012, 33:4193-4218.
19. Lafarge F., Descombes X., Zerubia J., Pierrot-Deseilligny M. Structural approach for building reconstruction from a single DSM. IEEE Transactions on Pattern Analysis and Machine Intelligence 2010, 32:135-146.
20. Laws K.I. Rapid texture identification. Proceedings of SPIE 1980, 238:376-380.
21. Lee D.S., Shan J., Bethel J.S. Class-guided building extraction from Ikonos imagery. Photogrammetric Engineering and Remote Sensing 2003, 69:143-150.
22. Lillesand T., Kiefer R.W., Chipman J.W. Remote sensing and image interpretation 2008, John Wiley & Sons Inc. 6th ed.
23. Li Y., Bai B., Zhang Y. An adaptive immune genetic algorithm for edge detection. Advanced Intelligent Computing Theories and Applications: With Aspects of Artificial Intelligence Lecture Notes in Computer Science 2007, 4682:565-571.
24. Liu, Z., Cui, S., & Yan, Q. (2008). Building extraction from high resolution satellite imagery based on multi-scale image segmentation and model matching. In Proceedings of 2008 international workshop on earth observation and remote sensing applications, Beijing.
25. Liu, H., Xu, Z., & Abraham, A. (2005). Hybrid fuzzy-genetic algorithm approach for crew grouping. In Proceedings of 5th international conference on Intelligent Systems Design and Applications (ISDA'05) (pp. 332-337), Wroclaw.
26. Manning C.D., Raghavan P., Schütze H. An introduction to information retrieval 2008, Cambridge University Press.
27. Maulik U. Medical image segmentation using genetic algorithms. IEEE Transactions on Information Technology in Biomedicine 2009, 13:166-173.
28. Mayunga S.D., Coleman D.J., Zhang Y. A semi-automated approach for extracting buildings from Quickbird imagery applied to informal settlement mapping. International Journal of Remote Sensing 2007, 28:2343-2357.
29. Paulinas M., Usinskas A. A survey of genetic algorithms applications for image enhancement and segmentation. Information Technology and Control 2007, 36:278-284.
30. Perkins S., Edlund K., Esch-Mosher D., Eads D., Harvey N., Brumby S. Genie Pro: Robust image classification using shape, texture and spectral information. Proceedings of SPIE 2005, 5806:139-148.
31. Perkins S., Theiler J., Brumby S.P., Harvey N.R., Porter R., Szymanski J.J., et al. GENIE: A hybrid genetic algorithm for feature classification in multi-spectral images. Proceedings of SPIE 2000, 4120:52-62.
32. Rutzinger M., Rottensteiner F., Pfeifer N. A comparison of evaluation techniques for building extraction from airborne laser scanning. IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 2009, 2:11-20.
33. Shackelford A.K., Davis C.H. A combined fuzzy pixel-based and object-based approach for classification of high-resolution multispectral data over urban areas. IEEE Transactions on Geoscience and Remote Sensing 2003, 41:2354-2363.
34. Shufelt J.A. Performance evaluation and analysis of monocular building extraction from aerial imagery. IEEE Transactions on Pattern Analysis and Machine Intelligence 1999, 21:311-326.
35. Sirmacek B., Unsalan C. Urban-area and building detection using SIFT keypoints and graph theory. IEEE Transactions on Geoscience and Remote Sensing 2009, 47:1156-1167.
36. Sohn G., Dowman I. Data fusion of high-resolution satellite imagery and LIDAR data for automatic building extraction. ISPRS Journal of Photogrammetry and Remote Sensing 2007, 62:43-63.
37. Steiniger S., Lange T., Burghardt D., Weibel R. An approach for the classification of urban building structures based on discriminant analysis techniques. Transactions in GIS 2008, 12:31-59.
38. Sumer, E. (2011). Automatic reconstruction of photorealistic 3-D building models from satellite and ground-level images. Unpublished PhD thesis, Middle East Technical University, Ankara, Turkey.
39. Tournaire O., Bredif M., Boldo D., Durupt M. An efficient stochastic approach for building footprint extraction from digital elevation models. ISPRS Journal of Photogrammetry and Remote Sensing 2010, 65:317-327.
40. Tupin F., Roux M. Detection of building outlines based on the fusion of SAR and optical features. ISPRS Journal of Photogrammetry and Remote Sensing 2003, 58:71-82.
41. Wei, Y., Zhao, Z., & Song, J. (2004). Urban building extraction from high-resolution satellite panchromatic image using clustering and edge detection. In Proceedings of the IEEE international geoscience and remote sensing symposium, Anchorage, AK, 2008-2010.
42. Yang M.D. A genetic algorithm (GA) based automated classifier for remote sensing imagery. Canadian Journal of Remote Sensing 2007, 33:203-213.