Shadow detection in color aerial images based on HSI space and color attenuation relationship

Eurasip Journal on Advances in Signal Processing

Volumn 2012, Issue 1, 2012, Pages

  Shi, Wenxuan ^a   Li, Jie ^a  

^a WUHAN UNIVERSITY   (China)

Author keywords

Color aerial image; Color attenuation relationship; HSI space; Shadow detection

Indexed keywords

AERIAL IMAGES; ATTENUATION RELATIONSHIPS; COLOR CHANNELS; HSI SPACE; IMAGE PROCESSING AND COMPUTER VISION; SHADOW DETECTIONS; STATE-OF-THE-ART ALGORITHMS; THRESHOLDING METHODS;

ALGORITHMS; IMAGE PROCESSING; ITERATIVE METHODS;

COLOR;

EID: 84887116111     PISSN: 16876172     EISSN: 16876180     Source Type: Journal    
DOI: 10.1186/1687-6180-2012-141     Document Type: Article

References (25)

1. Chung K-L, Lin Y-R, Huang Y-H: Efficient shadow detection of color aerial images based on successive thresholding scheme. IEEE Trans Geosci Remote Sens 2009, 47:671-682.
2. Su Y-F, Chen HH: A three-stage approach to shadow field estimation from partial boundary information. IEEE Trans. Image Process. 2010, 19:2749-2760.
3. Yang J, Zhao Z, Yang J: A shadow removal method for high resolution remote sensing image. Geomatics Inf Sci Wuhan Univ 2008, 33:17-20. (Pubitemid 351344089)
4. Chao X, Yanjun L, Ke Z: Shadow detecting using PSO and Kolmogorov test, in Sixth International Conference on Natural Computation (ICNC), Yantai, Shandong. China August 2010, 2:572-576.
5. Yu H-Y, Sun J-G, Liu L-N: MSER based shadow detection in high resolution remote sensing image, in International Conference on Machine Learning and Cybernetics (ICMLC), Qingdao. China July 2010, 6:780-783.
6. Zhu J, Samuel KGG, Masood SZ, Tappen MF: Learning to recognize shadows in monochromatic natural images. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco; 2010:223-230.
7. Finlayson GD, Fredembach C, Drew MS: Detecting illumination in images. in IEEE 11th International Conference on Computer Vision (ICCV), Rio de Janeiro, Brazil; 2007:1-8.
8. Finlayson GD, Drew MS, Lu C: Intrinsic images by entropy minimization. in Europeon Conference on Computer Vision (ECCV), Prague, Czech Republic; 2004:582-595. vol: 3023/2004
9. Finlayson GD, Hordley SD, Lu C, Drew MS: On the removal of shadows from images. IEEE Trans. Pattern Anal. Mach. Intell. 2006, 28:59-68. (Pubitemid 46395304)
10. Finlayson GD, Hordley SD, Drew MS: Removing shadows from images. in Europeon Conference on Computer Vision (ECCV), Copenhagen, Denmark; 2002:129-132. vol: 2353/2006
11. Tsai VJD: A comparative study on shadow compensation of color aerial images in invariant color models. IEEE Trans. Geosci. Remote Sens 2006, 44:1661-1671. (Pubitemid 43824511)
12. Li Y, et al.: Integrated shadow removal based on photogrammetry and image analysis. Int J Remote Sens 2005, 26:3911-3929. (Pubitemid 41601679)
13. Liu W, Yamazaki F: Shadow extraction and correction from quickbird images. in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Honolulu, Hawaii, USA; 2010:2206-2209.
14. Cai D, Li M, Bao Z, Chen Z, Wei W, Zhang H: Study on shadow detection method on high resolution remote sensing image based on HIS space transformation and NDVI index. in 18th International Conference on Geoinformatics, Beijing, China; 2010:1-4.
15. Makarau A, Richter R, Muller R, Reinartz P: Adaptive shadow detection using a blackbody radiator model. IEEE Trans. Geosci. Remote Sens. 2011, 49:2049-2059.
16. Tian J, Sun J, Tang Y: Tricolor attenuation model for shadow detection. IEEE Trans. Image Process. 2009, 18:2355-2363.
17. Arbel E, Hel-Or H: Shadow removal using intensity surfaces and texture anchor points. IEEE Trans. Pattern Anal. Mach. Intell. 2011, 33:1202-1216.
18. McFeely R, Hughes C, Jones E, Glavin M: Removal of nonuniform complex and compound shadows from textured surfaces using adaptive directional smoothing and the thin plate model. IET Image Process 2011, 5:233-248.
19. Liu Q, Cao X, Deng C, Guo X: Identifying image composites through shadow matte consistency. IEEE Trans. Inf. Forensics Security 2011,6(3):1111-1122.
20. Gonzalez RC, Eddins SL: Digital Image Processing Using MATLAB. Pearson Education, India; 2004.
21. Gevers T, Smeulders AWM: PicToSeek: combining color and shape invariant features for image retrieval. IEEE Trans. Image Process. 2000,9(1):102-119. (Pubitemid 30562088)
22. Polidorio AM, Flores FC, Imai NN, Tommaselli AMG, Franco C: Automatic shadow segmentation in aerial color images. XVI Brazilian Symposium on Computer Graphics and Image Processing, SIBGRAPI 2003, Sao Carlos, Brazil; 2003:270-277.
23. Rudin LI, Osher S, Fatemi E: Nonlinear total variation based noise removal algorithms. Physica D: Nonlinear Phenomena 1992, 60:259-268.
24. Otsu N: A threshold selection method from gray-level histograms. IEEE Trans Systems Man Cybern 1979,9(1):62-66. (Pubitemid 9413341)
25. Wyszecki G, Stiles WS: Color Science: Concepts and Methods, Quantitative Data and Formulas. Wiley, New York; 1967.