330
Views
54
CrossRef citations to date
0
Altmetric
Original Articles

Restoration of clouded pixels in multispectral remotely sensed imagery with cokriging

, &
Pages 2173-2195 | Received 18 Jun 2007, Accepted 15 Jan 2008, Published online: 10 Jun 2009

References

  • Addink , E. A. and Stein , A. 1999 . A comparison of conventional and geostatistical methods to replace clouded pixels in NOAA‐AVHRR images. . International Journal of Remote Sensing , 20 : 961 – 977 .
  • Arellano , P. 2004 . “ Missing information in remote sensing: Wavelet approach to detect and remove clouds and their shadows. ” . Master degree thesis, International Institute for Geo‐information Science and Earth Observation, Enschede
  • Atkinson , P. M. and Curran , P. J. 1995 . Defining an optimal size of support for Remote Sensing Investigations. . IEEE Transactions on Geoscience and Remote Sensing , 33 : 768 – 776 .
  • Atkinson , P. M. , Webster , R. and Curran , P. J. 1992 . Cokriging with ground‐based radiometry. . Remote Sensing of the Environment , 41 : 45 – 60 .
  • Atkinson , P. M. , Webster , R. and Curran , P. J. 1994 . Cokriging with airborne MSS imagery. . Remote Sensing of Environment , 50 : 335 – 345 .
  • Bhatti , A. U. , Mulla , D. J. and Frazier , B. E. 1991 . Estimation of soil properties and wheat yields on complex eroded hills using Geostatistics and Thematic Mapper Images. . Remote Sensing of Environment , 37 : 181 – 191 .
  • Box , G. E. P. and Jenkins , B. M. 1976 . Time Series Analysis, Forecasting, and Control , San Francisco : Hoden‐Day .
  • Chica‐Olmo , M. and Abarca‐Hernández , F. 1998 . Radiometric coregionalization of Landsat TM and SPOT HRV images. . International Journal of Remote Sensing , 19 : 997 – 1005 .
  • Chica‐Olmo , M. and Abarca‐Hernández , F. 2000 . Computing geostatistical image texture for remotely sensed data classification. . Computers & Geoscience , 26 : 373 – 383 .
  • Cohen , W. B. , Spies , T. A. and Bradshaw , G. A. 1990 . Semivariograms of digital imagery for analysis of conifer canopy structure. . Remote Sensing of Environment , 34 : 167 – 178 .
  • Commonwealth of Australia. 2006. Landsat 7 ETM+SLC‐off composite products. Available online at: http://www.ga.gov.au/acres/referenc/slcoff_composite.jsp (accessed April 2006)
  • Cressie , N. 1990 . The origins of kriging. . Mathematical Geology , 2 : 239 – 253 .
  • Cressie , N. A. C. 1993 . Statistics for Spatial Data , New York : Wiley .
  • Curran , P. J. 1988 . The semivariogram in remote sensing: An introduction. . Remote Sensing of Environment , 24 : 493 – 507 .
  • Curran , P. J. 2001 . Remote sensing: Using the spatial domain. . Environmental and Ecological Statistics , 8 : 331 – 344 .
  • Curran , P. J. and Atkinson , P. M. 1998 . Geostatistics and remote sensing. . Progress in Physical Geography , 22 : 61 – 78 .
  • Deutsch , C. V. and Journel , A. G. 1998 . GSLIB: Geostatistical Software Library and User's Guide , New York : Oxford University Press .
  • Dungan , J. 1998 . Spatial prediction of vegetation quantities using ground and image data. . International Journal of Remote Sensing , 19 : 267 – 85 .
  • Foody , G. M. 2002 . Status of land cover classification accuracy assessment. . Remote Sensing of Environment , 80 : 185 – 201 .
  • Gohin , F. and Langlois , G. 1993 . Using geostatistics to merge in situ measurements and remotely sensed observations of sea surface temperature. . International Journal of Remote Sensing , 14 : 9 – 19 .
  • Goovaerts , P. 1997 . Geostatistics for Natural Resources Evaluation , New York : Oxford University Press .
  • Helmer , E. H. and Ruefenacht , B. 2005 . Cloud‐free satellite image mosaics with regression trees and histogram matching. . Photogrammetric Engineering and Remote Sensing , 71 : 1079 – 1089 .
  • Holben , B. N. 1986 . Characteristics of maximum‐value composite images from temporal AVHRR data. . International Journal of Remote Sensing , 7 : 1417 – 1434 .
  • Homer , C. G. , Ramsey , R. D. , Edwards , T. C. and Falconer , A. 1997 . Landscape cover‐type modeling using a multi‐scene Thematic Mapper mosaic. . Photogrammetric Engineering and Remote Sensing , 63 : 59 – 67 .
  • Howard , S. M. and Lacasse , J. M. 2004 . An evaluation of gap‐filled Landsat SLC‐off imagery for wildland fire burn severity mapping. . Photogrammetric Engineering and Remote Sensing , 70 : 877 – 880 .
  • Isaaks , E. H. and Srivastava , R. M. 1989 . An Introduction to Applied Geostatistics , New York : Oxford University Press .
  • Ishida , T. and Ando , H. 1999 . Use of disjunctive cokriging to estimate soil organic matter from Landsat Thematic Mapper image. . International Journal of Remote Sensing , 20 : 1549 – 1565 .
  • Journel , A. and Huijbregts , C. J. 1978 . Mining Geostatistics , New York : Academic Press Inc. .
  • Journel , A. G. 1989 . Fundamentals of Geostatistics in Five Lessons, Short Course in Geology , Washington, DC : American Geophysical Union .
  • Jupp , D. L. B. , Strahler , A. H. and Woodcock , C. E. 1988 . Autocorrelation and regularization in digital images: I. Basic theory. . IEEE Transactions on Geoscience and Remote Sensing , 26 : 463 – 73 .
  • Jupp , D. L. B. , Strahler , A. H. and Woodcock , C. E. 1989 . Autocorrelation and regularization in digital images: II. Simple image models. . IEEE Transactions on Geoscience and Remote Sensing , 27 : 247 – 58 .
  • Kleijnen , J. P. C. and Van Beers , W. C. M. 2005 . Robustness of Kriging when interpolating in random simulation with heterogeneous variances: Some experiments. . European Journal of Operational Research , 165 : 826 – 834 .
  • Labovitz , M. L. , Toll , D. L. and Kennard , R. E. 1982 . Preliminary evidence for the influence of physiography and scale upon the autocorrelation function of remotely sensed data. . International Journal of Remote Sensing , 3 : 13 – 30 .
  • Lark , R. M. 1996 . Geostatistical description of texture on an aerial photograph for discriminating classes of land cover. . International Journal of Remote Sensing , 17 : 2115 – 2133 .
  • Leica Geosystems . 2003 . ERDAS Field Guide, Leica Geosystems GIS & Mapping , 1 – 688 . Atlanta, GA : LLC .
  • Matheron , G. 1962 . “ Traité de géostatistique appliquée. Memoires du Bureau de Recherches Geologiques et Minieres ” . Vol. 1 , Paris : Editions Technip .
  • Matheron , G. 1963 . Principles of geostatistics. . Economic Geology , 58 : 1246 – 1266 .
  • Matheron , G. 1971 . The Theory of Regionalized Variables and its Applications
  • Matheron , G. 1973 . The intrinsic random functions and its applications. . Advances in Applied Probability , 5 : 439 – 468 .
  • Matheron G. 1979. Recherche de simplification dans un problème de cokrigeage (Rapport N‐628, CG, Ecole des Mines de Paris). Available online at: http://cg.ensmp.fr/bibliotheque/1979/MATHERON/Rapport/DOC_00218/MATHERON_Rapport_00218.pdf (accessed April 2006)
  • Moody , A. and Strahler , A. H. 1994 . Charateristics of composited AVHRR data and problems in their classification. . International Journal of Remote Sensing , 15 : 3473 – 3491 .
  • Moyeed , R. A. and Papritz , A. 2002 . An empirical comparison of kriging methods for nonlinear spatial point prediction. . Mathematical Geology , 34 : 365 – 386 .
  • Oliver , M. A. and Webster , R. 1991 . How geostatistics can help you. . Soil Use and Management , 7 : 206 – 17 .
  • Pardo‐Igúzquiza , E. , Chica‐Olmo , M. and Atkinson , P. M. 2006 . Downscaling cokriging for image sharpening. . Remote Sensing of Environment , 102 : 86 – 98 .
  • Pohl , C. 1999 . Tools and methods for fusion of images of different spatial resolution. . International Archives of Photogrammetry and Remote Sensing , 32 : Part 7–4–3 W6
  • Raffy , M. 1993 . Remotely sensed quantification of covered areas and spatial resolution . International Journal of Remote Sensing , 14 : 135 – 159 .
  • Ramstein , G. and Raffy , M. 1989 . Analysis of the structure of radiometric remotely‐sensed images. . International Journal of Remote Sensing , 10 : 1049 – 1073 .
  • Rossi , R. E. , Dungan , J. L. and Beck , L. R. 1994 . Kriging in the shadows: Geostatistical interpolation for remote sensing. . Remote Sensing of Environment , 49 : 32 – 40 .
  • Smith , R. C. G. , Pratehrapar , S. A. , Barrs , H. D. and Slavich , P. 1989 . Use of a thermal scanner image of a water stressed crop to study soil spatial variability. . Remote Sensing of Environment , 29 : 111 – 120 .
  • Stein , A. , Van Dooremolen , W. , Bouma , J. and Bregt , A. K. P. 1988 . Cokriging point data on moisture deficit. . Soil Science Society of America Journal , 52 : 1418 – 1423 .
  • Stein , A , Van Der Meer , F and Gorte , B , eds. 1999 . Spatial Statistics for Remote Sensing , 1 – 284 . The Netherlands : Kluwer Academic .
  • USGS. 2004. Phase 2 gap‐fill algorithm: SLC‐off gap‐filled products gap‐fill algorithm methodology. Available online at: http://www.ga.gov.au/image_cache/GA4861.pdf (accessed April 2006)
  • Wang , G. S. , Wente , G. , Gertner , Z. and Anderson , A. 2002 . Improvement in mapping vegetation cover factor for the universal soil loss equation by geostatistical methods with Landsat Thematic Mapper images. . International Journal of Remote Sensing , 23 : 3649 – 3667 .
  • Woodcock , C. E. , Strahler , A. H. and Jupp , D. L. B. 1988a . The use of variograms in remote sensing: I. Scene models and simulated images. . Remote Sensing of Environment , 25 : 323 – 348 .
  • Woodcock , C. E. , Strahler , A. H. and Jupp , D. L. B. 1988b . The use of variograms in remote sensing: II. Real digital images. . Remote Sensing of Environment , 25 : 349 – 379 .
  • Zhang , C. , Li , W. and Travis , D. 2007 . Gaps‐fill of SLC‐off Landsat ETM+satellite image using a geostatistical approach. . International Journal of Remote Sensing , 28 : 5103 – 5122 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.