A genetic automatic ground-truth validation method for multispectral remote sensing images

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn 4, Issue 1, 2008, Pages 538-541

  Ghoggali, Noureddine ^a   Melgani, Farid ^a  

^a UNIVERSITY OF TRENTO   (Italy)

Author keywords

Genetic algorithms; Ground truth validation; Jeffries Matusita distance measure; Mislabeling issue; Multiobjective optimization

Indexed keywords

GENETIC ALGORITHMS; GEOLOGY; LEARNING SYSTEMS; MULTIOBJECTIVE OPTIMIZATION;

BINARY INFORMATION; CLASSIFICATION PROCESS; DISTANCE MEASURE; GENETIC METHODS; GROUND TRUTH; LEARNING SAMPLES; MISLABELING ISSUE; MULTISPECTRAL REMOTE SENSING IMAGE;

REMOTE SENSING;

EID: 67649809802     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2008.4779777     Document Type: Conference Paper

References (6)

1. R. O. Duda, P.E. Hart, and D.G. Stork, Pattern classification, New York: Wiley, 2nd edition, 2001.
2. Richards J. A. and Jia X., Remote Sensing Digital Image Analysis: An Introduction, Springer-Verlag, Berlin, 1999.
3. D.E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning. Reading, MA: Addison-Wesley, 1989.
4. Y. Bazi and F. Melgani, "Toward an Optimal SVM Classification System for Hyperspectral Remote Sensing Images", IEEE Trans. Geosci. and Remote Sens., vol. 44, pp.3374-3385, 2006.
5. K. Deb, A. Pratap, S. Agarwal, and T. Meyarivan, "A fast and elitist multiobjective genetic algorithm: NSGA-II," IEEE Trans. Evol. Comput., vol. 6, pp. 182-197, 2002.
6. N. Ghoggali and F. Melgani, "Genetic SVM Approach to Semisupervised Multitemporal Classification", IEEE Geosci. and Remote Sens. Letters, vol. 5, pp. 212-216, 2008.