Skip to main content

2018 | OriginalPaper | Buchkapitel

Multiresolution Filter Banks for Pansharpening Application

verfasst von : Hind Hallabia, Abdelaziz Kallel, Ahmed Ben Hamida

Erschienen in: Advances in Multirate Systems

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this chapter, the two-channel filter bank is considered. Fundamental concept of filter bank theory and the analysis/synthesis configuration and different solutions are revisited. Such filter structures have been studied in many applications including subband coding, speech processing, image compression and eventually in pansharpening. This chapter is dedicated to the pansharpening (i.e., combining remotely sensed data at different resolution) application. In this context, a special structure of filter bank is introduced in Hallabia et al.(2016) in order to extract the high-frequency details from the panchromatic (PAN) image and transfer them into the up-sampled multispectral (MS) images. Based on the physics of the imaging sensor, the low-pass analysis filter is assumed to approximate the modulation transfer function (MTF). Under the perfect reconstruction property, the complementary high-pass filter (used to extract the high-frequency details) is conceived as the result of an optimization procedure. A qualitative and quantitative comparative study is discussed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Hallabia, H., Kallel, A., Ben Hamida, A., & Le Hegarat-Mascle, S. (2016). High spectral quality’ pansharpening approach based on MTF-matched filter banks. Multidimensional Systems and Signal Processing, 27(4), 831–861.MathSciNetCrossRef Hallabia, H., Kallel, A., Ben Hamida, A., & Le Hegarat-Mascle, S. (2016). High spectral quality’ pansharpening approach based on MTF-matched filter banks. Multidimensional Systems and Signal Processing, 27(4), 831–861.MathSciNetCrossRef
2.
Zurück zum Zitat Croisier, A., Esteban, D., & Galand, C. (1976). Perfect channel splitting by use of interpolation/decimation/tree decomposition techniques. In International Conference on Information Sciences and Systems, Patras. Croisier, A., Esteban, D., & Galand, C. (1976). Perfect channel splitting by use of interpolation/decimation/tree decomposition techniques. In International Conference on Information Sciences and Systems, Patras.
3.
Zurück zum Zitat Esteban, D., & Galand, C. (1977). Application of quadrature mirror filters to split band voice coding schemes. IEEE international conference on acoustics, speech, and signal processing, ICASSP’77, 2, 191–195.CrossRef Esteban, D., & Galand, C. (1977). Application of quadrature mirror filters to split band voice coding schemes. IEEE international conference on acoustics, speech, and signal processing, ICASSP’77, 2, 191–195.CrossRef
4.
Zurück zum Zitat Vetterli, M., & Kovacevic, J. (1995). Wavelets and subband coding, Prentice-Hall signal processing series. Englewood Cliffs, NJ: Prentice-Hall.MATH Vetterli, M., & Kovacevic, J. (1995). Wavelets and subband coding, Prentice-Hall signal processing series. Englewood Cliffs, NJ: Prentice-Hall.MATH
5.
Zurück zum Zitat Vetterli, M. (1986). Filter banks allowing perfect reconstruction. Signal Processing (Elsevier), 10(3), 219–244.MathSciNetCrossRef Vetterli, M. (1986). Filter banks allowing perfect reconstruction. Signal Processing (Elsevier), 10(3), 219–244.MathSciNetCrossRef
6.
Zurück zum Zitat Vaidyanathan, P. (1990). Multirate digital filters, filter banks, polyphase networks, and applications: A tutorial. Proceedings of the IEEE, 78(1), 56–93.CrossRef Vaidyanathan, P. (1990). Multirate digital filters, filter banks, polyphase networks, and applications: A tutorial. Proceedings of the IEEE, 78(1), 56–93.CrossRef
7.
Zurück zum Zitat Oppenheim, A. V., & Schafer, R. W. (2009). Discrete-time signal processing (3rd ed.). Upper Saddle River: Pearson Higher Education, Inc.MATH Oppenheim, A. V., & Schafer, R. W. (2009). Discrete-time signal processing (3rd ed.). Upper Saddle River: Pearson Higher Education, Inc.MATH
8.
Zurück zum Zitat Vivone, G., Alparone, L., Chanussot, J., Dalla Mura, M., Garzelli, A., Licciardi, G. A., Restaino, R., & Wald, L. (2015). A critical comparison among pansharpening algorithms. IEEE Transactions on Geoscience and Remote Sensing, 53(5), 2565–2586.CrossRef Vivone, G., Alparone, L., Chanussot, J., Dalla Mura, M., Garzelli, A., Licciardi, G. A., Restaino, R., & Wald, L. (2015). A critical comparison among pansharpening algorithms. IEEE Transactions on Geoscience and Remote Sensing, 53(5), 2565–2586.CrossRef
9.
Zurück zum Zitat Smith, M., & Barnwell, T. (1987). A new filter bank theory for time-frequency representation. IEEE Transactions on Acoustics, Speech, and Signal Processing, 35(3), 314–327.CrossRef Smith, M., & Barnwell, T. (1987). A new filter bank theory for time-frequency representation. IEEE Transactions on Acoustics, Speech, and Signal Processing, 35(3), 314–327.CrossRef
10.
Zurück zum Zitat Aiazzi, B., Alparone, L., Baronti, S., & Garzelli, A. (2002). Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis. IEEE Transactions on Geoscience and Remote Sensing, 40(10), 2300–2312.CrossRef Aiazzi, B., Alparone, L., Baronti, S., & Garzelli, A. (2002). Context-driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis. IEEE Transactions on Geoscience and Remote Sensing, 40(10), 2300–2312.CrossRef
11.
Zurück zum Zitat Tu, T. M., Huang, P. S., Hung, C. L., & Chang, C. P. (2004). A fast intensity-hue-saturation fusion technique with spectral adjustment for ikonos imagery. IEEE Geoscience and Remote Sensing Letters, 1(4), 309–312.CrossRef Tu, T. M., Huang, P. S., Hung, C. L., & Chang, C. P. (2004). A fast intensity-hue-saturation fusion technique with spectral adjustment for ikonos imagery. IEEE Geoscience and Remote Sensing Letters, 1(4), 309–312.CrossRef
12.
Zurück zum Zitat Alparone, L., Baronti, S., & Aiazzi, B. G. A. (2016). Spatial methods for multispectral pansharpening: Multiresolution analysis demystified. IEEE Transactions on Geoscience and Remote Sensing, 54(5), 2563–2576.CrossRef Alparone, L., Baronti, S., & Aiazzi, B. G. A. (2016). Spatial methods for multispectral pansharpening: Multiresolution analysis demystified. IEEE Transactions on Geoscience and Remote Sensing, 54(5), 2563–2576.CrossRef
13.
Zurück zum Zitat Aiazzi, B., Baronti, S., & Selva, M. (2007). Improving component substitution pansharpening through multivariate regression of MS +pan data. IEEE Transactions on Geoscience and Remote Sensing, 45(10), 3230–3239.CrossRef Aiazzi, B., Baronti, S., & Selva, M. (2007). Improving component substitution pansharpening through multivariate regression of MS +pan data. IEEE Transactions on Geoscience and Remote Sensing, 45(10), 3230–3239.CrossRef
14.
Zurück zum Zitat Tu, T. M., Su, S. C., Shyu, H. C., & Huang, P. S. (2001). A new look at IHS-like image fusion methods. Information Fusion, 2(3), 177–186.CrossRef Tu, T. M., Su, S. C., Shyu, H. C., & Huang, P. S. (2001). A new look at IHS-like image fusion methods. Information Fusion, 2(3), 177–186.CrossRef
15.
Zurück zum Zitat Gillespie, A. R., Kahle, A. B., & Walker, R. E. (1987). Color enhancement of highly correlated images. Ii. Cannel ratio and chromaticity transformation techniques. Remote Sensing of Environment, 22(3), 343–365.CrossRef Gillespie, A. R., Kahle, A. B., & Walker, R. E. (1987). Color enhancement of highly correlated images. Ii. Cannel ratio and chromaticity transformation techniques. Remote Sensing of Environment, 22(3), 343–365.CrossRef
16.
Zurück zum Zitat Laben, C. A., & Brower, B. V. (2000). Process for enhancing the spatial resolution of multispectral imagery using pansharpening, US Patent 6,011,875. Laben, C. A., & Brower, B. V. (2000). Process for enhancing the spatial resolution of multispectral imagery using pansharpening, US Patent 6,011,875.
17.
Zurück zum Zitat Schowengerdt, R. A., & Sensing, R. (2007). Models and methods for image processing (3rd ed.). Burlington: Academic Press. Schowengerdt, R. A., & Sensing, R. (2007). Models and methods for image processing (3rd ed.). Burlington: Academic Press.
18.
Zurück zum Zitat Amro, I., Mateos, J., Vega, M., Molina, R., & Katsaggelos, A. K. (2011). A survey of classical methods and new trends in pansharpening of multispectral images. EURASIP Journal on Advances in Signal Processing, 2011(1), 79. 1–79:22.CrossRef Amro, I., Mateos, J., Vega, M., Molina, R., & Katsaggelos, A. K. (2011). A survey of classical methods and new trends in pansharpening of multispectral images. EURASIP Journal on Advances in Signal Processing, 2011(1), 79. 1–79:22.CrossRef
19.
Zurück zum Zitat Liu, J. G. (2000). Smoothing filter-based intensity modulation: A spectral preserve image fusion technique for improving spatial details. International Journal of Remote Sensing, 21(18), 3461–3472.CrossRef Liu, J. G. (2000). Smoothing filter-based intensity modulation: A spectral preserve image fusion technique for improving spatial details. International Journal of Remote Sensing, 21(18), 3461–3472.CrossRef
20.
Zurück zum Zitat Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2006). MTF-tailored multiscale fusion of high resolution MS and pan imagery. Photogrammetric Engineering and Remote Sensing, 72(5), 591–596.CrossRef Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2006). MTF-tailored multiscale fusion of high resolution MS and pan imagery. Photogrammetric Engineering and Remote Sensing, 72(5), 591–596.CrossRef
21.
Zurück zum Zitat Nunez, J., Otazu, X., Fors, O., Prades, A., Pala, V., & Arbiol, R. (1999). Multiresolution-based image fusion with additive wavelet decomposition. IEEE Transactions on Geoscience and Remote Sensing, 37(3), 1204–1211.CrossRef Nunez, J., Otazu, X., Fors, O., Prades, A., Pala, V., & Arbiol, R. (1999). Multiresolution-based image fusion with additive wavelet decomposition. IEEE Transactions on Geoscience and Remote Sensing, 37(3), 1204–1211.CrossRef
22.
Zurück zum Zitat Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2012). Advantages of Laplacian pyramids over “à trous” wavelet transforms for pansharpening of multispectral images. Proceedings of SPIE The International Society for Optical Engineering, 8537(10), 853704. Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2012). Advantages of Laplacian pyramids over “à trous” wavelet transforms for pansharpening of multispectral images. Proceedings of SPIE The International Society for Optical Engineering, 8537(10), 853704.
23.
Zurück zum Zitat Alparone, L., Wald, L., Chanussot, J., Thomas, C., Gamba, P., & Bruce, L. M. (2007). Comparison of pansharpening algorithms: Outcome of the 2006 GRSS-S data-fusion contest. IEEE Transactions on Geoscience and Remote Sensing, 45(10), 3012–3021.CrossRef Alparone, L., Wald, L., Chanussot, J., Thomas, C., Gamba, P., & Bruce, L. M. (2007). Comparison of pansharpening algorithms: Outcome of the 2006 GRSS-S data-fusion contest. IEEE Transactions on Geoscience and Remote Sensing, 45(10), 3012–3021.CrossRef
24.
Zurück zum Zitat Aiazzi, B. B. S., Lotti, F., & Selva, M. (2009). A comparison between global and context-adaptive Pansharpening of multispectral images. IEEE Geoscience and Remote Sensing Letters, 6(2), 302–306.CrossRef Aiazzi, B. B. S., Lotti, F., & Selva, M. (2009). A comparison between global and context-adaptive Pansharpening of multispectral images. IEEE Geoscience and Remote Sensing Letters, 6(2), 302–306.CrossRef
25.
Zurück zum Zitat Thomas, C., Ranchin, T., Wald, L., & Chanussot, J. (2008). Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics. IEEE Transactions on Geoscience and Remote Sensing, 46(5), 1301–1312.CrossRef Thomas, C., Ranchin, T., Wald, L., & Chanussot, J. (2008). Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics. IEEE Transactions on Geoscience and Remote Sensing, 46(5), 1301–1312.CrossRef
26.
Zurück zum Zitat Wald, L., Ranchin, T., & Mangolini, M. (1997). Fusion of satellite images of different spatial resolutions: Assessing the quality of resulting images. Photogrammetric Engineering and Remote Sensing, 63(6), 691–699. Wald, L., Ranchin, T., & Mangolini, M. (1997). Fusion of satellite images of different spatial resolutions: Assessing the quality of resulting images. Photogrammetric Engineering and Remote Sensing, 63(6), 691–699.
27.
Zurück zum Zitat Zhou, J., Civco, D. L., & Silander, J. A. (1998). A wavelet transform method to merge landsat tm and spot panchromatic data. International Journal of Remote Sensing, 19(4), 743–757.CrossRef Zhou, J., Civco, D. L., & Silander, J. A. (1998). A wavelet transform method to merge landsat tm and spot panchromatic data. International Journal of Remote Sensing, 19(4), 743–757.CrossRef
28.
Zurück zum Zitat Alparone, L., Aiazzi, B., Baronti, S., Garzelli, A., Nencini, F., & Selva, M. (2008). Multispectral and panchromatic data fusion assessment without reference. Photogrammetric Engineering and Remote Sensing, 74(2), 193–200.CrossRef Alparone, L., Aiazzi, B., Baronti, S., Garzelli, A., Nencini, F., & Selva, M. (2008). Multispectral and panchromatic data fusion assessment without reference. Photogrammetric Engineering and Remote Sensing, 74(2), 193–200.CrossRef
29.
Zurück zum Zitat Alparone, L., Baronti, S., Garzelli, A., & Nencini, F. (2004). A global quality measurement of pan-sharpened multispectral imagery. IEEE Geoscience and Remote Sensing Letters, 1, 313–317.CrossRef Alparone, L., Baronti, S., Garzelli, A., & Nencini, F. (2004). A global quality measurement of pan-sharpened multispectral imagery. IEEE Geoscience and Remote Sensing Letters, 1, 313–317.CrossRef
30.
Zurück zum Zitat Yocky, D. A. (1996). Artifacts in wavelet image merging. Optical Engineering, 35, 2094–2101.CrossRef Yocky, D. A. (1996). Artifacts in wavelet image merging. Optical Engineering, 35, 2094–2101.CrossRef
31.
Zurück zum Zitat Xu, Q., Zhang, Y., & Li, B. (2014). Recent advances in pansharpening and key problems in applications. International Journal of Image and Data Fusion, 5(3), 175–195.CrossRef Xu, Q., Zhang, Y., & Li, B. (2014). Recent advances in pansharpening and key problems in applications. International Journal of Image and Data Fusion, 5(3), 175–195.CrossRef
32.
Zurück zum Zitat Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2011). Twenty-five years of pansharpening: A critical review and new developments. In Signal and image processing for remote sensing (pp. 533–548). Boca Raton, FL: Taylor and Francis Books. Aiazzi, B., Alparone, L., Baronti, S., Garzelli, A., & Selva, M. (2011). Twenty-five years of pansharpening: A critical review and new developments. In Signal and image processing for remote sensing (pp. 533–548). Boca Raton, FL: Taylor and Francis Books.
33.
Zurück zum Zitat Wang, Z., & Bovik, A. C. (2002). A universal image quality index. IEEE Signal Processing Letters, 9, 81–84.CrossRef Wang, Z., & Bovik, A. C. (2002). A universal image quality index. IEEE Signal Processing Letters, 9, 81–84.CrossRef
Metadaten
Titel
Multiresolution Filter Banks for Pansharpening Application
verfasst von
Hind Hallabia
Abdelaziz Kallel
Ahmed Ben Hamida
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-59274-9_5

Neuer Inhalt