Land-Use Scene Classification in High-Resolution Remote Sensing Images Using Improved Correlatons

IEEE Geoscience and Remote Sensing Letters

Volumn 12, Issue 12, 2015, Pages 2403-2407

  Qi, Kunlun ^a   Wu, Huayi ^a   Shen, Chen ^a   Gong, Jianya ^a  

^a The Collaborative Innovation Center for Geospatial Technology   (China)

Author keywords

Accuracy; Correlation; Feature extraction; Image segmentation; Remote sensing; Visualization; Vocabulary

Indexed keywords

IMAGE RECONSTRUCTION; LAND USE; OBJECT RECOGNITION; PIXELS;

HIGH RESOLUTION REMOTE SENSING IMAGES; MULTISCALE SEGMENTATION; REMOTE SENSING IMAGES; SCENE CLASSIFICATION; SPATIAL ARRANGEMENTS; SPATIAL CORRELATIONS; SPATIAL INFORMATIONS; SPATIAL PYRAMID MATCHING;

REMOTE SENSING;

EID: 84947869374     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2015.2478966     Document Type: Article

References (22)

1. W. Zhou and A. Troy, "An object-oriented approach for analyzing and characterizing urban landscape at the parcel level," Int. J. Remote Sens., vol. 29, no. 11, pp. 3119-3135, Jun. 2008.
2. H. Zhang, H. Lin, Y. Li, and Y. Zhang, "Feature extraction for high-resolution imagery based on human visual perception," Int. J. Remote Sens., vol. 34, no. 4, pp. 1146-1163, 2013.
3. H. G. Akcay and S. Aksoy, "Automatic detection of geospatial objects using multiple hierarchical segmentations," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 7, pp. 2097-2111, Jul. 2008.
4. J. Sivic and A. Zisserman, "Video Google: A text retrieval approach to object matching in videos," in Proc. IEEE ICCV, Nice, France, Oct. 2003, pp. 1470-1477.
5. J. Yang, Y. G. Jiang, A. G. Hauptmann, and C. W. Ngo, "Evaluating bag-of-visual-words representations in scene classification," in Proc. ACM MIR, Sep. 2007, pp. 197-206.
6. J. Winn, A. Criminisi, and T. Minka, "Object categorization by learned universal visual dictionary," in Proc. IEEE ICCV, 2005, pp. 1800-1807.
7. A. Bosch, A. Zisserman, and X. Mu�oz, "Scene classification using a hybrid generative discriminative approach," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 4, pp. 712-727, Apr. 2008.
8. F. Peng, L. Wang, J. Gong, and H. Wu, "Development of a framework for stereo image retrieval with both height and planar features," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 8, no. 2, pp. 800-815, Feb. 2015.
9. J. Qin and N. H. C. Yung, "Scene categorization with multiscale category-specific visual words," Opt. Eng., vol. 48, no. 4, 2009, Art. ID. 047203.
10. Y. Yang and S. Newsam, "Bag-of-visual-words and spatial extensions for land-use classification," in Proc. ACM Int. Conf. Adv. Geogr. Inf. Syst., 2010, pp. 270-279.
11. G. Cheng et al., "Automatic landslide detection from remote-sensing imagery using a scene classification method based on BoVW and pLSA," Int. J. Remote Sens., vol. 34, no. 1, pp. 45-59, 2013.
12. S. Lazebnik, C. Schmid, and J. Ponce, "Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories," in Proc. IEEE CVPR, 2006, vol. 2, pp. 2169-2178.
13. S. Savarese, J. Winn, and A. Criminisi, "Discriminative object class models of appearance and shape by correlatons," in Proc. IEEE CVPR, 2006, vol. 2, pp. 2033-2040.
14. L. Zhao, P. Tang, and L. Huo, "A 2-D wavelet decomposition-based bag-of-visual-words model for land-use scene classification," Int. J. Remote Sens., vol. 35, no. 6, pp. 2296-2310, Mar. 2014.
15. Y. Yang and S. Newsam, "Spatial pyramid co-occurrence for image classification," in Proc. IEEE ICCV, Barcelona, Spain, Nov. 2011, pp. 1465-1472.
16. Y. Chen, K. Qin, S. Gan, and T. Wu, "Structural feature modeling of high-resolution remote sensing images using directional spatial correlation," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 10, pp. 1727-1731, Oct. 2014.
17. L. Fei-Fei and P. Perona, "A Bayesian hierarchical model for learning natural scene categories," in Proc. IEEE CVPR, 2005, vol. 2, pp. 524-531.
18. J. Huang, S. Kumar, M. Mitra, W. Zhu, and R. Zabih, "Image indexing using color correlograms," Int. J. Comput. Vis., vol. 35, no. 3, pp. 245-268, 1999.
19. J. Shi and J. Malik, "Normalized cuts and image segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 888-905, Aug. 2000.
20. C. C. Chang and C. J. Lin, "LIBSVM: A Library for Support Vector Machines," 2001, Accessed May 30, 2013. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm
21. X. Song, Z. Duan, and X. Jiang, "Comparison of artificial neural networks and support vector machine classifiers for land cover classification in northern China using a SPOT-5 HRG image," Int. J. Remote Sens., vol. 33, no. 10, pp. 3301-3320, 2012.
22. C. W. Hsu and C. J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002.