Fusion of multispectral images by extension of the pan-sharpening ARSIS method

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 7, Issue 5, 2014, Pages 1781-1791

  Sylla, Diogone ^a   Minghelli Roman, Audrey ^a   Blanc, Philippe ^b   Mangin, Antoine ^c   Hembise Fanton D'Andon, Odile ^c  

^a HANDIBIO Laboratory EA4322   (France)

^b PSL RESEARCH UNIVERSITY   (France)

^c ACRI ST   (France)

Author keywords

coastal zones monitoring; couple non negative matrix factorization (CNMF); fusion; hyperion; Improvement of spatial resolution by the structure injection (ARSIS); Landsat enhanced thematic mapper (ETM); multisensor and multi resolution technique (); the medium resolution imaging spectrometer (MERIS)

Indexed keywords

COASTAL ZONES; FUSION REACTIONS; IMAGE RESOLUTION; SENSORS; SPECTRAL RESOLUTION; SPECTROMETERS;

ENHANCED THEMATIC MAPPERS; HYPERION; MEDIUM RESOLUTION IMAGING SPECTROMETERS; MULTI-RESOLUTION TECHNIQUES; NONNEGATIVE MATRIX FACTORIZATION; SPATIAL RESOLUTION;

IMAGE FUSION;

COASTAL ZONE; ENVIRONMENTAL MONITORING; HYPERION; MERIS; MULTISPECTRAL IMAGE; REMOTE SENSING; SPATIAL RESOLUTION; SPECTRAL RESOLUTION; TEMPORAL VARIATION; THEMATIC MAPPING;

HYPERION;

EID: 84903317123     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2013.2271911     Document Type: Article

References (29)

1. J. M. Jaubert, J. R. M. Chisholm, A. Minghelli-Roman, M. Marchioretti, J. H. Morrow, and H. T. Ripley, "Re-evaluation of the extent of Caulerpa taxifolia development in the northernMediterranean using airborne spectrographic sensing," Marine Ecol. Progr. Series, vol. 263, pp. 75-82, 2003. (Pubitemid 38062297)
2. A. Minghelli-Roman and C. Dupouy, "Influence of water column chlorophyll concentration on bathymetric estimations in the lagoon of New Caledonia, using several MERIS images," J. Sel. Topic Appl. Earth Observ. Remote Sens., vol. 6, no. 2, pp. 739-745, 2013, 10.1109/JSTARS.2013.2239260.
3. Z. Lee and K. L. Carder, "Effect of spectral band numbers on the retrieval of water column and bottom properties from ocean colour data," Appl. Opt., vol. 41, no. 12, pp. 2191-2201, 2002. (Pubitemid 34771574)
4. C. Thomas, T. Ranchin, L.Wald, and J. Chanussot, "Synthesis of multispectral images to high spatial resolution: A critical review of fusion methods based on remote sensing physics," IEEE Trans. Geosci, Remote Sens., vol. 46, no. 5, pp. 1301-1312, 2008.
5. C. Thomas, "Fusion d'images de résolutions spatiales différentes," (in French) Ph.D. dissertation, Ecole des Mines de Paris, Paris, France, 2006.
6. L. Alparone, L. Wald, J. Chanussot, C. Thomas, P. Gamba, and L. M. Bruce, "Comparison of pan sharpening algorithms: Outcome of the 2006 GRSS data-fusion contest," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 10, pp. 3012-3021, 2007.
7. T. Ranchin, B. Aiazzi, L. Alparone, S. Baronti, and L.Wald, "Image fusion-the ARSIS concept and some successful implementation schemes," ISPRS J. Photogramm. Remote Sens., vol. 58, no. 1-2, pp. 4-18, 2003. (Pubitemid 36614798)
8. M. Cetin and N. Musaoglu, "Merging hyperspectral and panchromatic image data: Qualitative and quantitative analysis," Int. J. Remote Sens., vol. 30, no. 7, pp. 1779-1804, 2009.
9. M. Moeller, T. Wittman, and A. L. Bertozzi, "A variational approach to hyperspectral image fusion," in Proc. SPIE 7334, Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XV, 73341E, Orlando, FL, USA, 2009, doi: 10.1117/12.818243.
10. G. A. Licciardi, M. M. Khan, J. Chanussot, A. Montanvert, L. Condat, and C. Jutten, "Fusion of hyperspectral and panchromatic images using multiresolution analysis and nonlinear PCA band reduction," EURASIP J. Adv. Signal Process., no. 207, pp. 1-17, 2012.
11. M. A. Kramer, "Auto associative neural networks," Comput. Chem. Eng., vol. 16, no. 4, pp. 313-328, 1992.
12. M. Moeller, T.Wittman, and A. L. Bertozzi, "Variational wavelet pansharpening," CAM Rep., pp. 08-81, 2008 [Online]. Available: ftp:// arachne.math.ucla.edu/pub/camreport/cam09-21.pdf
13. R. B. Gomez, A. Jazaeri, and M. Kafatos, "Wavelet-based hyperspectral and multispectral image fusion," in Proc. of SPIE, 2001, vol. 4383, pp. 36-42. (Pubitemid 32796378)
14. Y. Zhang, S. De Backer, and P. Scheunders, "Noise-resistant wavelet-based Bayesian fusion of multispectral and hyperspectral images," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 11, pp. 3834-3843, 2009.
15. N. Yokoya, T. Yairi, and A. Iwasaki, "Hyperspectral, multispectral and panchromatic data fusion based on coupled non-negative matrix factorization," in Proc. IEEE Int. Workshop Hyperspect. Image Signal Process., Evolut. Remote Sens. (WHISPERS), Lisbon, Portugal, Jun. 2011, 10.1109/WHISPERS.2011.6080924.
16. N. Yokoya, T. Yairi, and A. Iwasaki, "Coupled non-negative matrix factorization unmixing for hyperspectral and multispectral data fusion," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 2, pp. 528-537, 2011.
17. A. Minghelli-Roman, L. Polidori, S. Mathieu-Blanc, L. Loubersac, and F. Cauneau, "Spatial resolution improvement by merging MERIS-ETM images for coastal water monitoring," IEEE Geosci. Remote Sens. Lett., vol. 3, no. 2, pp. 227-231, 2006.
18. A. Minghelli-Roman,M.Mangolini,M. Petit, and L. Polidori, "Spatial resolution improvement of MERIS Images by Fusion with thematic mapper images," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 7, pp. 1533-1536, 2001. (Pubitemid 32732665)
19. B. Zhukov, D. Oertel, F. Lanzl, and G. Reinhackel, "Unmixing-based multisensor multiresolution image fusion," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 3, pp. 1212-1226, 1999.
20. R. Zurita-Milla, J. Clevers, and M. E. Schaepman, "Unmixing-based Landsat TM and MERIS FR data fusion," IEEE Geosci. Remote Sens. Lett., vol. 5, no. 3, pp. 453-457, 2008.
21. L. G. Brown, "A survey of image registration techniques," ACM Comput. Surv. (CSUR), vol. 24, no. 4, pp. 325-376, 1992.
22. S. G. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 674-693, 1989.
23. B. Aiazzi, L. Alparone, A. Barducci, S. Baronti, and I. Pippi, "Multispectral fusion of multisensor image data by the generalized laplacian pyramid," in IEEE International Geosciences and Remote Sensing Symposium (IGARSS'99), 1999, vol. 2, pp. 1183-1185. (Pubitemid 30539076)
24. L.Wald, Data Fusion:Definitions and Architectures: Fusion of Images of Different Spatial Resolutions. Paris, France: Presses des Mines de Paris, 2002.
25. D. D. Lee and H. S. Seung, "Learning the parts of objects by non-negative matrix factorization," Nature, vol. 401, no. 6755, pp. 788-791, 1999.
26. J. M. P. Nascimento and J. M. B. Dias, "Vertex component analysis: A fast algorithm to unmix hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 4, pp. 898-910, 2005. (Pubitemid 40476033)
27. J. Boardman, "Automating spectral unmixing of AVIRIS data using convex geometry concepts," in Summaries 4th Annu. JPL Airborne Geosci. Workshop, 1993, vol. 1, pp. 11-14, JPL Pub. 93-26.
28. G. H. Ball and D. J. Hall, "Isodata, A novel method of data analysis and pattern classification," Tech. Rep., DTIC Document, 1965.
29. J. M. Bioucas-Dias, "A variable splitting augmented Lagrangian approach to linear spectral unmixing," in Proc. IEEE Int. workshop Hyperspect. Image Signal Process., Evolut. Remote Sens. (WHISPERS), Grenoble, France, Aug. 2009, 10.1109/WHISPERS.2009.5289072.