Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis

IEEE Transactions on Geoscience and Remote Sensing

Volumn 40, Issue 10, 2002, Pages 2300-2312

  Aiazzi, Bruno ^a   Alparone, Luciano ^b   Baronti, Stefano ^a   Garzelli, Andrea ^c  

^a IFAC CNR   (Italy)

^b UNIVERSITY OF FLORENCE   (Italy)

^c UNIVERSITY OF SIENA   (Italy)

Author keywords

Context modeling; Data fusion; Laplacian pyramid; Multiresolution analysis; Multispectral images; Undecimated discrete wavelet transform (UDWT)

Indexed keywords

ANTI-ALIASING; APPROXIMATION THEORY; ELECTRIC NETWORK SYNTHESIS; FREQUENCY RESPONSE; HIGH PASS FILTERS; IMAGE QUALITY; LOW PASS FILTERS; SENSOR DATA FUSION; WAVELET TRANSFORMS;

CONTEXT DRIVEN FUSION; DISCRETE WAVELET TRANSFORM; HIGH RESOLUTION PANCHROMATIC; LAPLACIAN PYRAMID; MULTIRESOLUTION ANALYSIS; UNDECIMATED WAVELET TRANSFORM;

IMAGE ANALYSIS;

EID: 0036821708     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2002.803623     Document Type: Article

References (41)

1. P. S. Chavez Jr, S. 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, no. 3, pp. 295-303, 1991.
2. L. Wald, T. Ranchin, and M. Mangolini, "Fusion of satellite images of different spatial resolutions: Assessing the quality of resulting images," Photogramm. Eng. Remote Sens., vol. 63, no. 6, pp. 691-699, 1997.
3. B. Garguet-Duport, J. Girel, J.-M. Chassery, 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, no. 9, pp. 1057-1066, 1996.
4. D. A. Yocky, "Multiresolution wavelet decomposition image merger of Landsat Thematic Mapper and SPOT panchromatic data," Photogramm. Eng. Remote Sens., vol. 62, no. 9, pp. 1067-1074, 1996.
5. B. Aiazzi, L. Alparone, F. Argenti, S. Baronti, and I. Pippi, "Multisensor image fusion by frequency spectrum substitution: Subband and multi-rate approaches for a 3:5 scale ratio case," in Proc. IGARSS, 2000, pp. 2629-2631.
6. 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.
7. L. Alparone, V. Cappellini, L. Mortelli, B. Aiazzi, S. Baronti, and R. Carlà, "A pyramid-based approach to multisensor image data fusion with preservation of spectral signatures," in Future Trends in Remote Sensing, P. Gudmandsen, Ed. Rotterdam, The Netherlands: Balkema, 1998, pp. 418-426.
8. F. Argenti and L. Alparone, "Filterbanks design for multisensor data fusion," IEEE Signal Processing Lett., vol. 7, pp. 100-103, May 2000.
9. 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.
10. 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, no. 1, pp. 49-61, Jan. 2000.
11. P. Scheunders and S. De Backer, "Fusion and merging of multispectral images with use of multiscale fundamental forms," J. Opt. Soc. Amer. A, vol. 18, no. 10, pp. 2468-2477, Oct. 2001.
12. H. Li, B. S. Manjunath, and S. K. Mitra, "Multisensor image fusion using the wavelet transform," Graph. Models Image Process., vol. 57, no. 3, pp. 235-245, 1995.
13. J. Núñez, X. Otazu, O. Fors, A. Prades, V. Palà, and R. Arbiol, "Multiresolution-based image fusion with additive wavelet decomposition," IEEE Trans. Geosci. Remote Sensing, vol. 37, pp. 1204-1211, May 1999.
14. Y. Chibani and A. Houacine, "Model for multispectral and panchromatic image fusion," in Proc. SPIE Image and Signal Processing for Remote Sensing VI, S. B. Serpico, Ed., 2000, vol. 4170, EUROPTO Series, pp. 238-244.
15. A. Garzelli, G. Benelli, M. Barni, and C. Magini, "Improving wavelet-based merging of panchromatic and multispectral images by contextual information," in Proc. SPIE Image and Signal Processing for Remote Sensing VI, S. B. Serpico, Ed., 2000, vol. 4170, EUROPTO Series, pp. 82-91.
16. P. P. Vaidyanathan, Multirate Systems and Filter Banks. Englewood Cliffs, NJ: Prentice-Hall, 1992.
17. B. Aiazzi, L. Alparone, S. Baroni, V. Cappellini, R. Carlà, and L. Mortelli, "A Laplacian pyramid with rational scale factor for multisensor image data fusion," in Proc. Int. Conf. Sampling Theory and Applications-SampTA 97, 1997, pp. 55-60.
18. B. Aiazzi, L. Alparone, S. Baronti, and I. Pippi, "Fusion of 18 m MOMS-2P and 30 m Landsat TM multispectral data by the generalized Laplacian pyramid," ISPRS Int. Arch. Photogramm. Remote Sens., vol. 32, no. 7-4-3W6, pp. 116-122, 1999.
19. B. Aiazzi, L. Alparone, A. Barducci S. Baronti, and I. Pippi, "Multispectral fusion of multisensor image data by the generalized Laplacian pyramid," in Proc. IGARSS, 1999, pp. 1183-1185.
20. P. Blanc, T. Blu, T. Ranchin, L. Wald, and R. Aloisi, "Using iterated rational filter banks within the ARSIS concept for producing 10 m Landsat multispectral images," Int. J. Remote Sens., vol. 19, no. 12, pp. 2331-2343, 1998.
21. I. Daubechies, Ten Lectures on Wavelets. Philadelphia, PA: SIAM, 1992, vol. 61, CBMS-NSF Regional Conference Series in Applied Mathematics.
22. S. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Machine Intell., vol. 11, pp. 674-693, July 1989.
23. I. Daubechies, "Orthonormal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 41, pp. 909-996, 1988.
24. A. Cohen, I. Daubechies, and J. C. Feauveau, "Biorthogonal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 45, pp. 485-500, 1995.
25. G. P. Nason and B. W. Silverman, "The stationary wavelet transform and some statistical applications," in Wavelets and Statistics, A. Antoniadis and G. Oppenheim, Eds. New York: Springer-Verlag, 1995, vol. 103, Lecture Notes Statist., pp. 281-299.
26. M. J. Shensa, "The discrete wavelet transform: Wedding the à trous and Mallat algorithm," IEEE Trans. Signal Processing, vol. 40, pp. 2464-2482, Oct. 1992.
27. P. J. Burt and E. H. Adelson, "The Laplacian pyramid as a compact image code," IEEE Trans. Commun., vol. COMM-31, pp. 532-540, Apr. 1983.
28. S. Baronti, A. Casini, F. Lotti, and L. Alparone, "Content-driven differential encoding of an enhanced image pyramid," Signal Process.: Image Commun., vol. 6, no. 5, pp. 463-469, 1994.
29. B. Aiazzi, L. Alparone, S. Baronti, and F. Lotti, "Lossless image compression by quantization feedback in a content-driven enhanced Laplacian pyramid," IEEE Trans. Image Processing, vol. 6, pp. 831-843, June 1997.
30. R. Nishii, S. Kusanobu, and S. Tanaka, "Enhancement of low spatial resolution image based on high resolution bands," IEEE Trans. Geosci. Remote Sensing, vol. 34, pp. 1151-1158, Sept. 1996.
31. B. Zhukov, D. Oertel, F. Lanzl, and G. Reinhäckel, "Unmixing-based multisensor multiresolution image fusion," IEEE Trans. Geosci. Remote Sensing, vol. 37, pp. 1212-1226, May 1999.
32. J. Hill, C. Diemer, O. Stöver, and T. Udelhoven, "A local correlation approach for the fusion of remote sensing data with different spatial resolutions in forestry applications," ISPRS Int. Arch. Photogramm. Remote Sens., vol. 32, no. 7-4-3W6, pp. 167-174, July 1999.
33. L. Alparone, S. Baronti, and A. Grazelli, "Assessment of image fusion algorithms based on noncritically decimated pyramids and wavelets," in Proc. IGARSS, 2001, pp. 852-854.
34. A. Garzelli and F. Soldati, "Context-driven image fusion of multispectral and panchromatic data based on a redundant wavelet representation." in Proc. IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, Nov. 8-9, 2001, pp. 122-126.
35. B. Aiazzi, L. Alparone, S. Baronti, and R. Carlà, "A pyramid approach to fusion of Landsat TM and SPOT-PAN data to yield multispectral high-resolution images for environmental archaeology," in Proc. SPIE Remote Sensing for Geography, Geology, Land Planning and Cultural Heritage, vol. 2960, EUROPTO Series, 1996, pp. 153-162.
36. P. Terretaz, "Comparison of different methods to merge SPOT P and XS data: Evaluation in an urban area," in Future Trends in Remote Sensing, P. Gudmandsen, Ed. Rotterdam, The Netherlands: Balkema, 1998, pp. 435-443.
37. P. Blanc, L. Wald, and T. Ranchin, "Importance and effect of co-registration quality in an example of pixel to pixel fusion process," in Proc. 2nd Conf. Fusion of Earth Data: Merging Point, Measurements, Raster Maps and Remotely Sensed Images, 1998, pp. 67-74.
38. D. A. Yocky, "Artifacts in wavelet image merging," J. Opt. Eng., vol. 35, no. 7, pp. 2094-2101, July 1996.
39. B. Aiazzi, L. Alparone, S. Baronti, and R. Carlà, "Assessment of pyramid-based multisensor image data fusion," in Proc. SPIE Image and Signal Processing for Remote Sensing IV, vol. 3500, EUROPTO Series, S. B. Serpico, Ed., 1998, pp. 237-248.
40. B. Aiazzi, L. Alparone, F. Argenti, and S. Baronti, "Wavelet and pyramid techniques for multisensor data fusion: A Performance comparison varying with scale ratios," in Proc. SPIE Image and Signal Processing for Remote Sensing V, vol. 3871, EUROPTO Series, S. B. Serpico, Ed., 1999, pp. 251-262.
41. B. Aiazzi, L. Alparone, S. Baronti, and I. Pippi, "Quality assessment of decision-driven pyramid-based fusion of high resolution multispectral with panchromatic image data," in Proc. IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion Over Urban Areas, Nov. 8-9, 2001, pp. 337-341.