Active learning classification and change detection on multispectral images

Proceedings - 2014 12th IEEE International Conference on Industrial Informatics, INDIN 2014

Volumn , Issue , 2014, Pages 26-30

  Mantripragada, Kiran ^a   Quintanilha, José Alberto ^a   Giannotti, Mariana Abrantes ^a  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DEFORESTATION; INDUSTRIAL INFORMATICS; LEARNING ALGORITHMS; PIXELS; REMOTE SENSING; SAMPLING;

ACTIVE LEARNING; AREA OF INTEREST; AUTOMATIC THRESHOLD; CHANGE DETECTION; GROUND TRUTH DATA; MULTISPECTRAL IMAGES; POST CLASSIFICATION; TRAINING SAMPLE;

IMAGE CLASSIFICATION;

CLASSIFICATION; COMPUTATION; DEFORESTATION; EDUCATION; IMAGE ANALYSIS;

EID: 84914141477     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INDIN.2014.6945478     Document Type: Conference Paper

References (21)

1. P. Coppin, I. Jonckheere, K. Nackaerts, B. Muys, and E. Lambin, "Digital change detection methods in ecosystem monitoring: A review," International Journal of Remote Sensing, vol. 25, no. 9, pp. 1565-1596, 2004
2. X. Li and A. G. O. Yeh, "Principal component analysis of stacked multi-temporal images for the monitoring of rapid urban expansion in the pearl river delta," International Journal of Remote Sensing, vol. 19, no. 8, pp. 1501-1518, 1998
3. H. Taubenböck, T. Esch, A. Felbier, M. Wiesner, A. Roth, and S. Dech, "Monitoring urbanization in mega cities from space," Remote Sensing of Environment, vol. 117, no. 0, pp. 162-176, 2012, remote Sensing of Urban Environments
4. D. Lu, P. Mausel, E. Brondzio, and E. Moran, "Change detection techniques," International Journal of Remote Sensing, vol. 25, no. 12, pp. 2365-2401, 2004
5. L. Dingle Robertson and D. J. King, "Comparison of pixel-and object-based classification in land cover change mapping," International Journal of Remote Sensing, vol. 32, no. 6, pp. 1505-1529, 2011
6. G. Camps-Valls, L. Gomez-Chova, J. Munoz-Mari, J. Rojo-Alvarez, and M. Martinez-Ramon, "Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection," Geoscience and Remote Sensing, IEEE Transactions on, vol. 46, no. 6, pp. 1822-1835, 2008
7. D. Lu and Q. Weng, "A survey of image classification methods and techniques for improving classification performance," International Journal of Remote Sensing, vol. 28, no. 5, pp. 823-870, 2007
8. A. Singh, "Review article digital change detection techniques using remotely-sensed data," International Journal of Remote Sensing, no. 6, pp. 989-1003, 1989
9. P. Das and S. Joshi, "A remote sensing study for land cover change in south assam, india," Earth Science India Open access e-Journal, vol. 6, no. III, pp. 136-146, 2013
10. A. Almutairi and T. A. Warner, "Change detection accuracy and image properties: A study using simulated data," Remote Sensing, vol. 2, no. 6, pp. 1508-1529, 2010
11. L. Gómez-Chova, J. Muñoz-Marí, V. Laparra, J. Malo-López, and G. Camps-Valls, "A review of kernel methods in remote sensing data analysis," Optical Remote Sensing, pp. 171-206, 2011
12. B. Settles, "Active learning literature survey," University of Wisconsin-Madison, Computer Sciences Technical Report 1648, 2009
13. H. T. Nguyen and A. Smeulders, "Active learning using pre-clustering," in Proceedings of the Twenty-first International Conference on Machine Learning, ser. ICML '04. New York, NY, USA: ACM, 2004, pp. 79-
14. G. ɤamara, R. C. M. Souza, U. M. Freitas, and J. Garrido, "Spring: Integrating remote sensing and gis by object-oriented data modelling," Computers & graphics, vol. 20, no. 3, pp. 395-403, 1996
15. J. S. Deng, K. Wang, Y. H. Deng, and G. J. Qi, "Pca based land use change detection and analysis using multitemporal and multisensor satellite data," International Journal of Remote Sensing, vol. 29, no. 16, pp. 4823-4838, 2008
16. D. Lu, P. Mausel, M. Batistella, and E. Moran, "Land-cover binary change detection methods for use in the moist tropical region of the amazon: A comparative study," International Journal of Remote Sensing, vol. 26, no. 1, pp. 101-114, 2005
17. G. Bradski, "Opencv library documentation," Dr. Dobb's Journal of Software Tools, 2000
18. S. Sanjay-Gopal and T. Hebert, "Bayesian pixel classification using spatially variant finite mixtures and the generalized em algorithm," Image Processing, IEEE Transactions on, vol. 7, no. 7, pp. 1014-1028, 1998
19. R. A. Redner and H. F. Walker, "Mixture densities, maximum likelihood and the em algorithm," SIAM review, vol. 26, no. 2, pp. 195-239, 1984
20. A. Asmala, "Analysis of maximum likelihood classification on multispectral data," Applied Mathematical Sciences, vol. 6, no. 129-132, pp. 6425-6436, 2012
21. I. J. Myung, "Tutorial on maximum likelihood estimation," Journal of Mathematical Psychology, vol. 47, no. 1, pp. 90-100, 2003.