Image fusion by spatially adaptive filtering using downscaling cokriging

ISPRS Journal of Photogrammetry and Remote Sensing

Volumn 66, Issue 3, 2011, Pages 337-346

  Pardo Iguzquiza, E ^a   Rodriguez Galiano V F ^a   Chica Olmo, M ^a   Atkinson, Peter M ^b  

^a UNIVERSITY OF GRANADA   (Spain)

^b UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

Adaptive filtering; Cokriging; Geostatistics; Image fusion; Remote sensing

Indexed keywords

CO-KRIGING; COMPUTATIONAL BURDEN; COMPUTATIONAL FEASIBILITY; CORRELATION LENGTHS; DIFFERENT TERRAINS; DOWN-SCALING; FILTER PARAMETER; FUSED IMAGES; GEOGRAPHICAL OBJECTS; GEOSTATISTICS; GRID POINTS; LANDSAT ETM+; LOCAL ESTIMATION; MOVING WINDOW; NONHOMOGENEITY; SATELLITE SENSOR IMAGES; SEMIVARIOGRAMS; SPATIAL PATTERNS; SPATIALLY ADAPTIVE; TWO PARAMETER; VISUAL APPEARANCE;

ADAPTIVE FILTERING; ADAPTIVE FILTERS; COMPUTATIONAL EFFICIENCY; ESTIMATION; REMOTE SENSING; VISUALIZATION;

IMAGE FUSION;

CORRELATION; DOWNSCALING; FILTER; GEOSTATISTICS; IMAGE PROCESSING; KRIGING; REMOTE SENSING; SATELLITE SENSOR; SPATIAL ANALYSIS; TERRAIN; VARIOGRAM;

EID: 79951949581     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2011.01.001     Document Type: Article

References (33)

1. Aiazzi B., Alparone L., Baronti S., Garzelli A. Context driven fusion of high spatial and spectral resolution images based on oversampled multiresolution analysis. IEEE Transactions on Geoscience and Remote Sensing 2002, 40(10):2300-2312.
2. Amolins K., Zhang Y., Dare P. Wavelet based image fusion techniques - An introduction, review and comparison. ISPRS Journal of Photogrammetry and Remote Sensing 2007, 62(4):249-263.
3. Atkinson P.M., Webster R., Curran P.J. Cokriging with ground based radiometry. Remote Sensing of Environment 1992, 41(1):45-60.
4. Carr J.R. Application of spatial filter theory to kriging. Mathematical Geology 1990, 22(8):1063-1079.
5. Chavez S., Sides S.C., Anderson J.A. Comparison of three different methods to merge multiresolution and multispectral data: Landsat TM and SPOT Panchromatic. Photogrammetric Engineering and Remote Sensing 1991, 57(3):295-303.
6. Chilès J.-P., Delfiner P. Geostatistics: Modeling Spatial Uncertainty 1999, John Wiley and Sons, New York.
7. Choi M. A new Intensity-Hue-Saturation fusion approach to image fusion with a tradeoff parameter. IEEE Transactions on Geoscience and Remote Sensing 2006, 44(6):1672-1682.
8. Ehlers M. Multisensor image fusion techniques in remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing 1991, 46(1):19-30.
9. Garguet-Duport B., Girel J., Chassery J., Pautou G. The use of multiresolution analysis and wavelets transform for merging SPOT panchromatic and multispectral image data. Photogrammetric Engineering and Remote Sensing 1996, 62(9):1057-1066.
10. Isaaks E.H., Srisvastava R.M. Applied Geostatistics 1989, Oxford University Press, Oxford, UK.
11. Journel A.G., Huijbregts Ch.J. Mining Geostatistics 1978, Academic Press, New York.
12. Kyriakidis P.C. A geostatistical framework for area-to-point spatial interpolation. Geographical Analysis 2004, 36(3):259-289.
13. Lillo-Saavedra M., Gonzalo C. Spectral or spatial quality for fused satellite imagery? A tradeoff solution using the wavelet à trous algorithm. International Journal of Remote Sensing 2006, 27(7):1453-1464.
14. Liu J.G. Evaluation of Landsat-7 ETM+ Panchromatic band for image fusion with multispectral bands. Natural Resources Research 2000, 9(4):269-276.
15. Ma Y.Z. Comment on application of spatial filter theory to kriging. Mathematical Geology 1993, 25(3):399-403.
16. Matheron, G., 1962. Traité de géostatistique appliquée: Vol. 1, Mémoires du Bureau de Recherches Géologiques et Minières, Ed. Technip., Paris.
17. Memarsadeghi, N., Le Moigne, J., Mount, D.M., Morisette, J., 2005. A new approach to image fusion based on cokriging. In: Proc. 8th International Conference on Information Fusion, Vol. 1., Philadelphia, PA, 25-29 July, pp. 622-629.
18. Mianji, F.A., Zhang, Y., Babakhani, A., 2009. Super-resolution of hyperspectral images using backpropagation neural networks. In: Proc. 2nd International Workshop on Nonlinear Dynamics and Synchronization. INDS'09, Vol. 4, Klagenfurt, Austria, 20-21 July, pp. 168-174.
19. Myers D.E. Matrix formulation of cokriging. Mathematical Geology 1982, 14(3):249-257.
20. Nishii R., Kusanobu S., Tanaka S. Enhancement of low spatial resolution image based on high resolution bands. IEEE Transactions on Geoscience and Remote Sensing 1996, 34(5):1151-1158.
21. Nuñez J., Otazu X., Fors O., Prades A., Pala V., Arbiol R. Multiresolution-based image fusion with additive wavelet decomposition. IEEE Transactions on Geoscience and Remote Sensing 1999, 37(3):1204-1211.
22. Papoulis A. Probability, Random Variables and Stochastic Processes 1984, McGraw-Hill International Editions, Singapore. 2nd ed.
23. Pardo-Iguzquiza E., Chica-Olmo M., Atkinson P. Downscaling cokriging for image sharpening. Remote Sensing of Environment 2006, 102(1-2):86-98.
24. Ranchin T., Wald L. Fusion of high spatial and spectral resolution images: the ARSIS concept and its implementation. Photogrammetric Engineering and Remote Sensing 2000, 66(1):49-61.
25. Ranchin T., Aiazzi B., Alparone L., Baronti S., Wald L Image fusion-the ARSIS concept and some successful implementation schemes. ISPRS Journal of Photogrammetry and Remote Sensing 2003, 58(1-2):4-18.
26. Rigol-Sánchez J.P., Chica-Olmo M. Merging remote-sensing images for geological-environmental mapping. Application to the Cabo de Gata-Níjar Natural Park, Spain. Environmental Geology 1998, 34(2-3):194-202.
27. Simone G., Farina A., Morabito F.C., Serpico S.B., Bruzzone L. Image fusion techniques for remote sensing applications. Information Fusion 2002, 3(1):3-15.
28. Tu T.M., Lee Y.C., Chang C.P., Huang P.S. Adjustable intensity-hue-saturation and BR transform fusion technique for IKONOS/QuickBird imagery. Optical Engineering 2005, 44(11). 116201:1-10.
29. Wald L. Some terms of reference in data fusion. IEEE Transactions on Geoscience and Remote Sensing 1999, 37(3):1190-1193.
30. Wald, L., 2000. Quality of high resolution synthesized images: is there a simple criterion? In: Thierry Ranchin and Lucien Wald (Eds.). In: Proc. 3th International Conference on Fusion of Earth Data, SEE/URISCA, Sophia Antipolis, France, 26-28 January, pp. 99-103.
31. Wang Z., Bovik A.C. A universal image quality index. IEEE Signal Processing Letters 2002, 9(3):81-84.
32. Zheng S., Shi W.-Z., Liu J., Tian J. Remote sensing image fusion using multiscale mapped LS-SVM. IEEE Transactions on Geoscience and Remote Sensing 2008, 46(5):1313-1322.
33. Zhou J., Civco D.L., Silander J.A. A wavelet transform method to fuse Landsat TM and SPOT panchromatic data. International Journal of Remote Sensing 1998, 19(4):743-757.