Object-oriented shadow detection and removal from urban high-resolution remote sensing images

IEEE Transactions on Geoscience and Remote Sensing

Volumn 52, Issue 11, 2014, Pages 6972-6982

  Zhang, Hongya ^a   Sun, Kaimin ^a   Li, Wenzhuo ^a  

^a WUHAN UNIVERSITY   (China)

Author keywords

Change detection; inner outer outline profile line (IOOPL); object oriented; relative radiometric correction; shadow detection; shadow removal

Indexed keywords

IMAGE RECONSTRUCTION;

CHANGE DETECTION; INNER-OUTER OUTLINE PROFILE LINE (IOOPL); OBJECT ORIENTED; RELATIVE RADIOMETRIC CORRECTION; SHADOW DETECTIONS; SHADOW REMOVAL;

IMAGE SEGMENTATION;

ACCURACY ASSESSMENT; COLOR; IMAGE RESOLUTION; REMOTE SENSING; STATISTICAL ANALYSIS; URBAN AREA;

EID: 84902086719     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2014.2306233     Document Type: Article

References (28)

1. T. Kim, T. Javzandulam, and T.-Y. Lee, "Semiautomatic reconstruction of building height and footprints from single satellite images," in Proc. IGARSS, Jul. 2007, vol. 2, pp. 4737-4740. (Pubitemid 351243817)
2. S. Ji and X. Yuan, "A method for shadow detection and change detection of man-made objects," J. Remote Sens., vol. 11, no. 3, pp. 323-329, 2007.
3. P.M. Dare, "Shadow analysis in high-resolution satellite imagery of urban areas," Photogramm. Eng. Remote Sens., vol. 71, no. 2, pp. 169-177, 2005. (Pubitemid 40199570)
4. Y. Li, P. Gong, and T. Sasagawa, "Integrated shadow removal based on photogrammetry and image analysis," Int. J. Remote Sens., vol. 26, no. 18, pp. 3911-3929, 2005. (Pubitemid 41601679)
5. W. Zhou, G. Huang, A. Troy, and M. L. Cadenasso, "Object-based land cover classification of shaded areas in high spatial resolution imagery of urban areas: A comparison study," Remote Sens. Env., vol. 113, no. 8, pp. 1769-1777, 2009.
6. J. Yoon, C. Koch, and T. J. Ellis, "ShadowFlash: An approach for shadow removal in an active illumination environment," in Proc. 13th BMVC, Cardiff, U.K., Sep. 2-5, 2002, pp. 636-645.
7. R. B. Irvin and D. M. McKeown, Jr, "Methods for exploiting the relationship between buildings and their shadows in aerial imagery," IEEE Trans. Syst., Man, Cybern., vol. 19, no. 6, pp. 1564-1575, Dec. 1989. (Pubitemid 20642861)
8. Y. Li, T. Sasagawa, and P. Gong, "A system of the shadow detection and shadow removal for high resolution city aerial photo," in Proc. ISPRS Congr, Comm., 2004, vol. 35, pp. 802-807, Part B3.
9. R. Highnam and M. Brady, "Model-based image enhancement of far infrared images," IEEE Trans Pattern Anal. Mach. Intell., vol. 19, no. 4, pp. 410-415, Apr. 1997. (Pubitemid 127762897)
10. G. Finlayson, S. Hordley, and M. Drew, "Removing shadows from images," in Proc. ECCV, May 28-31, 2002, pp. 823-836, Vision-Part IV.
11. E. Salvador, A. Cavallaro, and T. Ebrahimi, "Shadow identification and classification using invariant color models," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., 2001, vol. 3, pp. 1545-1548. (Pubitemid 32838891)
12. V. J. D. Tsai, "A comparative study on shadow compensation of color aerial images in invariant color models," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 6, pp. 1661-1671, Jun. 2006. (Pubitemid 43824511)
13. K.-L. Chung, Y.-R. Lin, and Y.-H. Huang, "Efficient shadow detection of color aerial images based on successive thresholding scheme," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 2, pp. 671-682, Feb. 2009.
14. D. Cai, M. Li, Z. Bao et al., "Study on shadow detection method on high resolution remote sensing image based on HIS space transformation and NDVI index," in Proc. 18th Int. Conf. Geoinformat., Jun. 2010, pp. 1-4.
15. H. Ma, Q. Qin, and X. Shen, "Shadow segmentation and compensation in high resolution satellite images," in Proc. IEEE IGARSS, Jul. 2008, vol. 2, pp. 1036-1039.
16. J. Yang, Z. Zhao, and J. Yang, "A shadow removal method for high resolution remote sensing image," Geomatics Inf. Sci. Wuhan Univ., vol. 33, no. 1, pp. 17-20, 2008. (Pubitemid 351344089)
17. Z. Zhu and C. E. Woodcock, "Object-based cloud and cloud shadow detection in Landsat imagery," Remote Sens. Environ., vol. 118, pp. 83-94, 2012.
18. A. Makarau, R. Richter, R. Muller et al., "Adaptive shadow detection using a blackbody radiator model," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 6, pp. 2049-2059, 2011.
19. L. Lorenzi, F. Melgani, and G. Mercier, "A complete processing chain for shadow detection and reconstruction in VHR images," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 9, pp. 3440-3452, 2012.
20. P. Sarabandi, F. Yamazaki, M. Matsuoka et al., "Shadow detection and radiometric restoration in satellite high resolution images," in Proc. IEEE IGARSS, Sep. 2004, vol. 6, pp. 3744-3747. (Pubitemid 40437503)
21. J. S.-P. Shu and H. Freeman, "Cloud shadow removal from aerial photographs," Pattern Recog., vol. 23, no. 6, pp. 647-656, 1990.
22. R. Guo, Q. Dai, and D. Hoiem, "Single-image shadow detection and removal using paired regions," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2011, pp. 2033-2040.
23. W. Bin, O. Atsuo, K. Muramatsu et al., "Automated detection and removal of clouds and their shadows from Landsat TM images," IEICE Trans. Inf. Syst., vol. 82, no. 2, pp. 453-460, 1999. (Pubitemid 30510851)
24. A. K. Shackelford and C. H. Davis, "A combined fuzzy pixel-based and object-based approach for classification of high-resolution multispectral data over urban areas," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 10, pp. 2354-2363, 2003.
25. P. Mamassian, D. C. Knill, and D. Kersten, "The perception of cast shadows," Trends Cogn. Sci., vol. 2, no. 8, pp. 288-295, 1998. (Pubitemid 28396453)
26. J. Yao and Z. M. Zhang, "Hierarchical shadow detection for color aerial images," Comput. Vis. Image Understanding, vol. 102, no. 1, pp. 60-69, 2006. (Pubitemid 43344451)
27. J. Gong, H. Sui, K. Sun et al., "Object-level change detection based on full-scale image segmentation and its application to Wenchuan earthquake," Sci. China Series E, Technol. Sci., vol. 51, no. 2, pp. 110-122, 2008.
28. K. Sun, D. Li, and H. Sui, "An object-oriented image smoothing algorithm based on the convexity model and multi-scale segmentation," Geomatics Inf. Sci. Wuhan Univ., vol. 34, no. 4, pp. 423-426, 2009.