Fusion of multispectral and panchromatic images using improved IHS and PCA mergers based on wavelet decomposition

IEEE Transactions on Geoscience and Remote Sensing

Volumn 42, Issue 6, 2004, Pages 1291-1299

  González Audícana, María ^a   Saleta, José Luis ^b   Catalán, Raquel García ^a   García, Rafael ^a  

^a PUBLIC UNIVERSITY OF NAVARRE   (Spain)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Decimated wavelet transform; Image fusion; Intensity hue saturation (IHS) transform; Multiresolution analysis; Principal component analysis (PCA); Undecimated wavelet transform

Indexed keywords

ALGORITHMS; IMAGE PROCESSING; MULTISPECTRAL SCANNERS; OPTICAL RESOLVING POWER; PRINCIPAL COMPONENT ANALYSIS; PROBLEM SOLVING; SPECTRUM ANALYSIS; WAVELET TRANSFORMS;

DECIMATED WAVELET TRANSFORM; IMAGE-FUSION; INTENSITY-HUE-SATURATION (IHS) TRANSFORM; MULTIRESOLUTION ANALYSIS; UNDECIMATED WAVELET TRANSFORM;

REMOTE SENSING;

EID: 3042563271     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2004.825593     Document Type: Article

References (38)

1. R. Haydn, G. W. Dalke, J. Henkel, and J. E. Bare, "Applications of the IHS color transform to the processing of multisensor data and image enhancement," in Proc. Int. Symp. Remote Sensing Arid and Semi-Arid Lands, Cairo, Egypt, 1982, pp. 559-616.
2. R. Welch and M. Ehlers, "Merging multiresolution SPOT HRV and Landsat TM data," Photogramm. Eng. Remote Sens., vol. 53, pp. 301-303, Mar. 1987.
3. J. Carper, T. M. Lillesand, and R. W. Kiefer, "The use of intensity-hue-saturation transformations for merging SPOT panchromatic and mul-tispectral image data," Photogramm. Eng. Remote Sens., vol. 56, pp. 459-467, Apr. 1990.
4. M. Ehlers, "Multisensor image fusion techniques in remote sensing," ISPRS J. Photogramm. Remote Sens., vol. 46, pp. 19-30, 1991.
5. P. S. Chavez, J. Stuart, C. Sides, and J. A. Anderson, "Comparison of three different methods to merge multiresolution and multispectral data: Landsat TM and SPOT panchromatic," Photogramm. Eng. Remote Sens., vol. 57, pp. 259-303, Mar. 1991.
6. V. K. Shettigara, "A generalized component substitution technique for spatial enhancement of multispectral images using a higher resolution dataset," Photogramm. Eng. Remote Sens., vol. 58, pp. 561-567, May 1992.
7. B. Garguet-Duport, J. Girel, J. M. Chasseny, and G. Pautou, "The use of multiresolution analysis and wavelet transform for merging SPOT panchromatic and multispectral image data," Photogramm. Eng. Remote Sens., vol. 62, pp. 1057-1066, Sept. 1996.
8. J. Zhou, D. L. Civco, and J. A. Silander, "A wavelet transform method to merge Landsat TM and SPOT panchromatic data," Int. J. Remote Sens., vol. 19, no. 4, pp. 743-757, 1998.
9. R. A. Schowengerdt, "Reconstruction of multispatial, multispectral image using spatial frequency contents," Photogramm. Eng. Remote Sens., vol. 46, pp. 1325-1334, Oct. 1980.
10. P. S. Chavez, "Digital merging of Landsat TM and digitized NHAP data for 1:24.000 scale image mapping," Photogramm. Eng. Remote Sens., vol. 52, pp. 1637-1646, Oct. 1986.
11. P. S. Chavez and J. Bowell, "Comparison of the spectral information content of Landsat Thematic Mapper and SPOT for three different sites in Phoenix, Arizona region," Photogramm. Eng. Remote Sens., vol. 54, pp. 1699-1708, Dec. 1988.
12. T. Ranchin and L. Wald, "Fusion of high spatial and spectral resolution images: The ARSIS concept and its implementation," Photogramm. Eng. Remote Sens., vol. 66, pp. 49-61, Jan. 2000.
13. D. A. Yocky, "Image merging and data fusion by means of the discrete two-dimensional wavelet transform," J. Opt. Soc. Amer. A., vol. 12, pp. 1834-1841, Sep. 1995.
14. Y. Zhang, "A new merging method and its spectral and spatial effects," Int. J. Remote Sens., vol. 20, pp. 2003-2014, May 1999.
15. T. A. Wilson, S. K. Rogers, and M. Kabrisky, "Perceptual-based image fusion for hyperspectral data," IEEE Trans. Geosci. Remote Sensing, vol. 35, pp. 1007-1017, July 1997.
16. B. Aiazzi, L. Alparone, S. Baronti, and A. Garzelli, "Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis," IEEE Trans. Geosci. Remote Sensing, vol. 40, pp. 2300-2312, Oct. 2002.
17. J. Nuñez, X. Otazu, O. Fors, A. Prades, V. Palà, and Romàn Arbiol, "Multiresolution-based image fusion with additive wavelet decomposition," IEEE Trans. Geosci. Remote Sensing, vol. 37, pp. 1204-1211, May 1999.
18. Y. Chibani and A. Houacine, "The joint use of IHS transform and redundant wavelet decomposition for fusing multispectral and panchromatic images," Int. J. Remote Sensing, vol. 23, pp. 3821-3833, Sep. 2002.
19. S.G. Mallat, "A theory for multiresolution signal decomposition: tThe wavelet representation," IEEE Trans. Pattern Anal. Machine Intell., vol. 11, pp. 674-693, July 1989.
20. L. Wald, T. Ranchin, and M. Mangolini, "Fusion of satellite images of different spatial resolution: Assessing the quality of resulting images," Photogramm. Eng. Remote Sens., vol. 63, pp. 691-699, June 1997.
21. P. S. Chavez and A. Y. Kwarteng, "Extracting spectral contrast in Landsat Thematic Mapper image data using selective principal component analysis," Photogramm. Eng. Remote Sens., vol. 55, pp. 339-348, Mar. 1989.
22. C. Pohl and J. L. Van Genderen, "Multisensor image fusion in remote sensing: Concepts, methods and applications," Int. J. Remote Sens., vol. 19, pp. 823-854, Mar. 1998.
23. A. R. Smith, "Color gamut transform pairs," Comput. Graph., vol. 12, pp. 12-19, Aug. 1978.
24. ACM, "Status report of the graphics standard planning committee," Comput. Graph., vol. 13, no. 3, 1979.
25. E. M. Schetselaar, "Fusion by the IHS transform: Should we use cylindrical or spherical coordinates?," Int. J. Remote Sens., vol. 19, pp. 759-765, Feb. 1998.
26. Y. Chibani and A. Houacine, "Fusion of multispectral and radar image in the redundant wavelet domain," Proc. SPIE, vol. 3500, pp. 330-338, Sept. 1998.
27. S. Mallat, "Multiresolution approximation and wavelet orthonormal bases of L2(R)," Trans. Amer. Math. Soc., vol. 315, no. 1, pp. 69-87, Sept. 1989.
28. Y. Meyer, Ondelettes et Opérateurs 1: Ondelettes. Paris, France: Hermann, 1990.
29. I. Daubechies, Ten Lectures on Wavelets. Philadelphia, PA: SIAM, 1992.
30. M. Lang, H. Guo, J. E. Odegard, and C. S. Burrus, "Nonlinear processing of a shift invariant DWT for noise reduction," Proc. SPIE, vol. 2491, pp. 640-651, 1995.
31. H. Guo, "Theory and applications of the shift-invariant, time varying and undecimated wavelet transforms," M.S. thesis, Rice Univ., Houston, TX, May 1995.
32. I. Daubechies, "Orthonormal basis of compactly supported wavelets," Commun. Pure Appl. Math., vol. 41, pp. 909-996, Nov. 1988.
33. M. Mangolini, T. Ranchin, and L. Wald, "Fusion d'images SPOT mul-tispectrale (XS) et panchromatique (P), et d'images radar," in Actes du colloque SPOT-ERS: De l'optique au radar. Les applications de SPOT et ERS, 1993, pp. 199-209.
34. D. A. Yocky, "Multiresolution wavelet decomposition image merger of Landsat Thematic Mapper and SPOT panchromatic data," Photogramm. Eng. Remote Sens., vol. 62, pp. 1067-1074, Sept. 1996.
35. L. Wald, "Quality of high resolution synthesized images: Is there a simple criterion?," in Proc. Int. Conf. Fusion Earth Data, Jan. 2000, pp. 99-105.
36. M. González-Audicana, "Fusión de imágenes multiespectrales y pancromáticas: Desarrollo, aplicación y comparación de diferentes procedimientos. Utilidad de las imágenes résultantes para la discriminación de cultives en áreas de regadío de Navarra," Eng. Doctoral thesis, Univ. Pública de Navarra, Navarra, Spain, April 2002.
37. M. González-Audícana, X. Otazu, O. Fors, R. García, and J. Núñez, "Fusion of different spatial and spectral resolution images: Development, application and comparison of new methods based on wavelets," in Proc. Int. Symp. Recent Advances Quantitative Remote Sensing, Sept. 2002, pp. 228-237.
38. D. A. Yocky, "Artifacts in wavelet image merging," Opt. Eng., vol. 53, pp. 2094-2101, July 1995.