Restoration of information obscured by mountainous shadows through landsat TM/ETM+ images without the use of DEM data: A new method

IEEE Transactions on Geoscience and Remote Sensing

Volumn 52, Issue 1, 2014, Pages 313-328

  Zhou, Yuan ^a   Chen, Jin ^a   Guo, Qinghua ^b   Cao, Ruyin ^a   Zhu, Xiaolin ^c  

^a BEIJING NORMAL UNIVERSITY   (China)

^b University of California   (United States)

^c OHIO STATE UNIVERSITY   (United States)

Author keywords

Continuum removal (CR); Landsat TM ETM+; Shadow restoration; Topographic correction

Indexed keywords

CLASSIFICATION ACCURACY; CONTINUUM REMOVAL; DIGITAL ELEVATION MODEL; GEOMETRIC REGISTRATIONS; LANDSAT TM/ETM; REMOTELY SENSED IMAGERY; ROOT MEAN SQUARE ERRORS; TOPOGRAPHIC CORRECTION;

ELECTROMAGNETIC WAVE ATTENUATION; IMAGE RESOLUTION; INFORMATION USE; MEAN SQUARE ERROR; PIXELS; RESTORATION;

SURVEYING;

ALGORITHM; CLASSIFICATION; DATA SET; DIGITAL ELEVATION MODEL; PIXEL; RESTORATION ECOLOGY; SOLAR POWER; SPECTRAL ANALYSIS; TOPOGRAPHY;

EID: 84890437557     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2013.2239651     Document Type: Article

References (49)

1. E. Salvador, A. Cavallaro, and T. Ebrahimi, "Shadow identification and classification using invariant color models, " in Proc. IEEE Int. Conf. Acoustics Speech Signal Process., 2001, vol. 3, pp. 1545-1548. (Pubitemid 32838891)
2. J. Yao and Z. Zhang, "Hierarchical shadow detection for color aerial images, " Comput. Vis. Image Underst., vol. 102, no. 1, pp. 60-69, Apr. 2006. (Pubitemid 43344451)
3. Y. Liow and T. Pavlidis, "Use of shadows for extracting buildings in aerial images, " Comput. Vis. Graph. Image Process., vol. 49, no. 2, pp. 242-277, Feb. 1990. (Pubitemid 20674417)
4. V. K. Shettigara and G. M. Sumerling, "Height determination of extended objects using shadows in SPOT images, " Photogramm. Eng. Remote Sens., vol. 64, no. 1, pp. 35-44, Jan. 1998. (Pubitemid 28111147)
5. P.M. Dare, "Shadow analysis in high-resolution satellite imagery of urban areas, " Photogramm. Eng. Remote Sens., vol. 71, no. 2, pp. 169-177, Feb. 2005. (Pubitemid 40199570)
6. P. T. Giles, "Remote sensing and cast shadows in mountainous terrain, " Photogramm. Eng. Remote Sens., vol. 67, no. 7, pp. 833-839, Jul. 2001. (Pubitemid 32608348)
7. P. M. Teillet, B. Guindon, and D. G. Goodenough, "On the slope-aspect correction of multispectral scanner data, " Can. J. Remote Sens., vol. 8, no. 2, pp. 84-106, 1982.
8. M. Minnaert, "The reciprocity principle in lunar photometry, " Astrophys. J., vol. 93, pp. 403-410, May 1941.
9. R. Richter, T. Kellenberger, and H. Kaufmann, "Comparison of topographic correction methods, " Remote Sens., vol. 1, no. 3, pp. 184-196, Jul. 2009.
10. R. Richter, Atmospheric/topographic correction for satellite imagery, Satell. Imag. Corp., Magnolia, TX, Rep. DLR-IB 565-01/09. [Online]. Available: ftp://ftp.dfd.dlr.de/put/richter/ATCOR/
11. J. Smith, T. Lin, and K. Ranson, "The Lambertian assumption and Landsat data, " Photogramm. Eng. Remote Sens., vol. 46, no. 9, pp. 1183-1189, 1980.
12. A. R. Jones, J. J. Settle, and B. K. Wyatt, "Use of digital terrain data in the interpretation of SPOT-1 HRV multispectral imagery, " Int. J. Remote Sens., vol. 9, no. 4, pp. 669-682, Apr. 1988. (Pubitemid 18623442)
13. J. Dozier and J. Frew, "Atmospheric corrections to satellite radiometric data over rugged terrain, " Remote Sens. Environ., vol. 11, pp. 191-205, Jul. 1981.
14. J. Dozier, "Spectral signature of alpine snow cover from the Landsat Thematic Mapper, " Remote Sens. Environ., vol. 28, pp. 9-22, Jun. 1989. (Pubitemid 20402512)
15. Y. Gao and W. Zhang, "A simple empirical topographic correction method for ETM+ imagery, " Int. J. Remote Sens., vol. 30, no. 9, pp. 2259-2275, May 2009.
16. S. Kobayashi and K. Sanga-Ngoie, "A comparative study of radiometric correction methods for optical remote sensing imagery: The IRC vs. other image-based C-correction methods, " Int. J. Remote Sens., vol. 30, no. 2, pp. 285-314, Jan. 2009.
17. D. Lu, H. Ge, S. He, A. Xu, G. Zhou, and H. Du, "Pixel-based Minnaert correction method for reducing topographic effects on a Landsat 7 ETM+ image, " Photogramm. Eng. Remote Sens., vol. 74, no. 11, pp. 1343-1350, Nov. 2008.
18. D. Riaño, E. Chuvieco, J. Salas, and I. Aguado, "Assessment of different topographic corrections in Landsat-TM data for mapping vegetation types, " IEEE Trans. Geosci. Remote Sens., vol. 41, no. 5, pp. 1056-1061, May 2003. (Pubitemid 351466567)
19. Z. Liu, K. Huang, and T. Tan, "Cast shadow removal in a hierarchical manner using MRF, " IEEE Trans. Geosci. Remote Sens., vol. 22, no. 1, pp. 56-66, Jan. 2012.
20. A. Amato, M. G. Mozerov, A. D. Bagdanov, and J. Gonzalez, "Accurate moving cast shadow suppression based on local color constancy detection, " IEEE Trans. Geosci. Remote Sens., vol. 20, no. 10, pp. 2954-2966, Oct. 2011.
21. N. Martel-Brisson and A. Zaccarin, "Learning and removing cast shadows through a multidistribution approach, " IEEE Trans. Geosci. Remote Sens., vol. 29, no. 7, pp. 1133-1146, Jul. 2007. (Pubitemid 46825065)
22. Q. Yang, K. Tan, and N. Ahuja, "Shadow removal using bilateral filtering, " IEEE Trans. Geosci. Remote Sens., vol. 21, no. 10, pp. 4361-4368, Oct. 2012.
23. S. Hanston and E. Chuvieco, "Evaluation of different topographic correction methods for Landsat imagery, " Int. J. Appl. Earth Observ. Geoinf., vol. 13, no. 5, pp. 691-700, Oct. 2011.
24. ERSDACT. (2009). ASTER global DEM validation summary report, NASA, Pasadena, CA, Technical Report. [Online]. Available: http://www. gdem.aster.ersdac.or.jp
25. H. Arefi and P. Reinartz, "Accuracy enhancement of ASTER global digital elevation models using ICESat data, " Remote Sens., vol. 3, no. 7, pp. 1323-1343, Jul. 2011.
26. M. Huber, B. Wessel, D. Kosmann, A. Felbier, V. Schwieger, M. Harbermeyer, A. Wendleder, and A. Roth, "Ensuring globally the TanDEM-X height accuracy: Analysis of the reference data sets ICESat, SRTM and KGPS-Tracks, " in Proc. IEEE IGARSS, Cape Town, South Africa, Jun. 12-17, 2009, pp. II-769-II-772.
27. J. S.-P. Shu and H. Freeman, "Cloud shadow removal from aerial photographs, " Pattern Recognit., vol. 23, no. 6, pp. 647-656, 1990.
28. P. Sarabandi, F. Yamazaki, M. Matsuoka, and A. Kiremidjian, "Shadow detection and radiometric restoration in satellite high resolution images, " in Proc. IEEE Int. Conf. Geosci. Remote Sens. Symp., 2004, vol. 6, pp. 3744-3747. (Pubitemid 40437503)
29. Y. Chen, D. Wen, L. Jing, and P. Shi, "Shadow information recovery in urban areas from very high resolution satellite imagery, " Int. J. Remote Sens., vol. 28, no. 15, pp. 3249-3254, Aug. 2007. (Pubitemid 47208985)
30. J. A. Richards and X. Jia, Remote Sensing Digital Image Analysis: An Introduction., 3rd ed. Berlin, Germany: Springer-Verlag, 1999.
31. 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)
32. R. Richter, "Correction of satellite imagery over mountainous terrain, " Appl. Opt., vol. 37, no. 18, pp. 4004-4015, Jun. 1998. (Pubitemid 128659449)
33. R. McFeely, M. Glavin, and E. Jones, "Shadow identification for digital imagery using colour and texture cues, " IET Image Process., vol. 6, pp. 148-159, Mar. 2012.
34. E. P. Crist and R. C. Cicone, "Application of the tasseled cap concept to simulated thematic mapper data, " Photogramm. Eng. Remote Sen., vol. 50, pp. 343-352, 1984.
35. S.W. Myint, P. Gober, A. Brazel, S. Grossman-Clarke, and Q. Weng, "Perpixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery, " Remote Sens. Environ., vol. 115, no. 5, pp. 1145-1161, 2011.
36. S. Chabrier, B. Emile, C. Rosenberger, and H. Laurent, "Unsupervised performance evaluation of image segmentation, " EURASIP J. Appl. Signal Process., vol. 2006, pp. 1-12, Jan. 2006.
37. G. M. Espindola, G. Camara, I. A. Reis, L. S. Bins, and A. M. Monteiro, "Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation, " Int. J. Remote Sens., vol. 27, no. 14, pp. 3035-3040, Jul. 2006. (Pubitemid 44219171)
38. N. Otsu, "A threshold selection method from grey-level histograms, " IEEE Trans. Syst., Man, Cybern., vol. 9, no. 1, pp. 62-66, Jan. 1979. (Pubitemid 9413341)
39. R. N. Clark and T. L. Roush, "Reflectance spectroscopy: Quantitative analysis techniques for remote sensing applications, " J. Geophys. Res., vol. 89, no. B7, pp. 6329-6340, 1984.
40. K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, "Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data, " Remote Sens. Environ., vol. 115, pp. 1115-1128, 2011.
41. J. Chen, X. Zhu, J. E. Vogelmann, F. Gao, and S. Jin, "A simple and effective method for filling gaps in Landsat ETM+ SLC-off images, " Remote Sens. Environ., vol. 115, no. 4, pp. 1053-1064, Apr. 2011.
42. F. Gao, J. Masek, M. Schwaller, and F. Hall, "On the blending of the Landsat and MODIS surface reflectance: Predicting daily Landsat surface reflectance, " IEEE Trans. Geosci. Remote Sens., vol. 44, no. 8, pp. 2207-2218, Aug. 2006. (Pubitemid 44192160)
43. J. Dozier and J. Frew, "Rapid calculation of terrain parameters for radiation modeling from digital elevation data, " IEEE Trans. Geosci. Remote Sens., vol. 28, no. 5, pp. 963-969, Sep. 1990.
44. R. Richter and D. Schläpfer, "Geo-atmospheric processing of airborne imaging spectrometry data. Part 2: Atmospheric/topographic correction, " Int. J. Remote Sens., vol. 23, no. 13, pp. 2631-2649, Jul. 2002. (Pubitemid 34817286)
45. R. Richter, M. Bachmann, W. Dorigo, and A. Mueller, "Influence of the adjacency effect on ground reflectance measurements, " IEEE Geosci. Remote Sens. Lett., vol. 3, no. 4, pp. 565-569, Oct. 2006. (Pubitemid 44679673)
46. P. Sirguey, "Simple correction of multiple reflection effects in rugged terrain, " Int. J. Remote Sens., vol. 30, no. 4, pp. 1075-1081, Feb. 2009.
47. C. Cortes and V. Vapnik, "Support-vector networks, " Mach. Learn., vol. 20, no. 3, pp. 273-297, Sep. 1995.
48. D. K. Hall, G. A. Riggs, and V. V. Salomonson, "Development of methods for mapping global snow cover using moderate resolution imaging spectroradiometer data, " Remote Sens. Environ., vol. 54, no. 2, pp. 127-140, Nov. 1995. (Pubitemid 26468337)
49. V. V. Salononson and I. Appel, "Estimating fractional snow cover from MODIS using the normalized difference snow index, " Remote Sens. Environ., vol. 89, no. 3, pp. 351-360, 2004. (Pubitemid 38178906)