Fusion of MODIS images using kriging with external drift

IEEE Transactions on Geoscience and Remote Sensing

Volumn 51, Issue 4, 2013, Pages 2250-2259

  Ribeiro Sales, Marcio H ^a,b   Souza Jr , Carlos M ^a   Kyriakidis, Phaedon C ^c,d  

^a Inst do Homem Meio Ambiente Amazona   (Brazil)

^b WAGENINGEN UNIVERSITY   (Netherlands)

^c UNIVERSITY OF CALIFORNIA   (United States)

^d UNIVERSITY OF THE AEGEAN   (Greece)

Author keywords

Forest monitoring; image fusion; kriging with an external drift; Moderate Resolution Imaging Spectroradiometer (MODIS); spatial resolution

Indexed keywords

ATMOSPHERIC APPLICATIONS; FOREST MONITORING; HIGH SPECTRAL RESOLUTION; KRIGING WITH AN EXTERNAL DRIFT; KRIGING WITH EXTERNAL DRIFTS; MID-INFRARED SPECTRAL REGIONS; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER; SPATIAL RESOLUTION;

ALGORITHMS; DEFORESTATION; IMAGE FUSION; IMAGE MATCHING; IMAGE RESOLUTION; INFRARED DEVICES; INTERPOLATION; PIXELS; RADIOMETERS;

SATELLITE IMAGERY;

ALGORITHM; DEFORESTATION; ELECTROMAGNETIC SURVEY; KRIGING; LAND USE CHANGE; MODIS; PIXEL; REGROWTH; SPATIAL RESOLUTION;

ALGORITHMS; DEFORESTATION; FORESTRY; IMAGE ANALYSIS; RADIOMETRY; RESOLUTION; SPECTROMETERS;

EID: 84875697410     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2208467     Document Type: Article

References (30)

1. C. O. Justice, J. R. G. Townshend, E. F. Vermote, E. Masuoka, R. E. Wolfe, N. Saleous, D. P. Roy, and J. T. Morisette, "An overview of MODIS Land data processing and product status," Remote Sens. Environ., vol. 83, no. 1/2, pp. 3-15, Nov. 2002. (Pubitemid 35307458)
2. X. Zhan, R. A. Sohlberg, J. R. G. Townshend, C. Dimiceli, M. L. Carroll, J. C. Eastman, M. C. Hansen, and R. S. DeFries, "Detection of land cover changes using MODIS 250 m data," Remote Sens. Environ., vol. 83, no. 1/2, pp. 336-350, Nov. 2002. (Pubitemid 35307477)
3. U. S. Geological Survey (USGS), The Land Processes Distributed Active Archive Center. [Online]. Available: http://lpdaac.usgs.gov/
4. D. M. Valeriano, Y. S. Shimabukuro, V. Duarte, L. Anderson, F. Espírito-Santo, E. Arai, L. Maurano, R. C. Souza, R. M. Freitas, and L. Aulicino, "Detecção do Desflorestamento da Amazônia Legal em Tempo Real-Projeto DETER," in Proc. 12th Simpósio Brasileiro de Sensoriamento Remoto., Goiânia, Brazil, 2005, pp. 3403-3409.
5. C. M. Souza, Jr., S. Hayashi, and A. Veríssimo, "Near Real-Time Deforestation Detection for Enforcement of Forest Reserves in Mato Grosso," Instituto do Homem e Meio Ambiente da Amazônia-Imazon, Belém, Brazil, 2009.
6. J. R. G. Townshend and C. O. Justice, "Towards operational monitoring of terrestrial systems by moderate-resolution remote sensing," Remote Sens. Environ., vol. 83, no. 1/2, pp. 351-359, Nov. 2002. (Pubitemid 35307478)
7. J. R. G. Townshend and C. O. Justice, "Selecting the spatial resolution of satellite sensors required for global monitoring of land transformations," Int. J. Remote Sens., vol. 9, no. 2, pp. 187-236, 1988. (Pubitemid 18590206)
8. J. B. Adams, D. E. Sabol, V. Kapos, R. A. Filho, D. A. Roberts, M. O. Smith, and A. R. Gillespie, "Classification of multispectral images based on fractions of endmembers: Application to land-cover change in the Brazilian Amazon," Remote Sens. Environ., vol. 52, no. 2, pp. 137-154, May 1995. (Pubitemid 26438386)
9. K. J. Wessels, R. D. Fries, J. Dempewolf, L. O. Anderson, A. J. Hansen, S. L. Powell, and E. F.Moran, "Mapping regional land cover with MODIS data for biological conservation: Examples from the Greater Yellowstone Ecosystem, USA and Para State, Brazil," Remote Sens. Environ., vol. 92, no. 1, pp. 67-83, Jul. 2004. (Pubitemid 38946717)
10. A. Costa and C. M. S. , Jr, "Comparação entre imagens LANDSAT ETM e MODIS/TERRA para detecção de incrementos de desmatamento na região do Baixo Acre," Revista brasileira de cartografia, vol. 57, pp. 93-102, Aug. 2005.
11. R. H. Rogers and L. Wood, "The history and status of merging multiple sensor data: An overview," in Proc. ACSM-ASPRS Annu. Conv., Image Process. Remote Sens., Denver, CO, 1990, pp. 352-360.
12. N. Memarsadeghi, J. Le, M. David, M. Mount, and J. Morisette, "A new approach to image fusion based on cokriging," in Proc. 8th Int. Conf. Inf. Fusion, 2005, pp. 622-629. (Pubitemid 46276266)
13. P. Sirguey, R. Mathieu, Y. Arnaud, M. M. Khan, and J. Chanussot, "ImprovingMODIS spatial resolution for snow mapping using wavelet fusion and ARSIS concept," IEEE Geosci. Remote Sens. Lett., vol. 5, no. 1, pp. 78-82, Jan. 2008.
14. C. Pohl and J. L. V. Genderen, "Multisensor image fusion in remote sensing: Concepts, methods and application," Int. J. Remote Sens., vol. 19, no. 5, pp. 823-854, 1998.
15. C. Sheffield, "Selecting band combinations from multispectral data," Photogram. Eng. Remote Sens., vol. 51, no. 6, pp. 681-687, Jun. 1985. (Pubitemid 15508678)
16. P. S. Chavez, S. C. Guptill, and J. H. Bowell, "Image processing techniques for TM data," in Proc. 50th Annu. Meeting ASPRS, Washington, DC, 1984.
17. J. Nunez, X. Otazu, O. Fors, A. Prades, V. Pala, and R. Arbiol, "Multiresolution-based image fusion with additive wavelet decomposition," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 3, pp. 1204-1211, May 1999.
18. E. Gringarten and C. Deutsch, "Teacher's Aide variogram interpretation and modeling," Math. Geol., vol. 33, no. 4, pp. 507-534, May 2001. (Pubitemid 33744619)
19. B. Li, J. Wei, S. G. Ungar, S. Mao, and Y. Yasuoka, "Remote sensing image fusion based on IHS transform, wavelet transform, and HPF," in Proc. SPIE Image Process. Pattern Recog. Remote Sens., Hangzhou, China, 2003, pp. 25-30.
20. M. González-Audícana, J. L. Saleta, R. G. Catalán, and R. Garcia, "Fusion of multispectral and panchromatic images using improved IHS and PCA mergers based on wavelet decomposition," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 6, pp. 1291-1299, Jun. 2004.
21. E. Isaaks and R. Srivastava, Applied Geostatistics. London, U.K.: Oxford Univ. Press, 1989.
22. P. Goovaerts, Geostatistics for Natural Resources Evaluation. London, U.K.: Oxford Univ. Press, 1997.
23. F. Biondi, D. E. Myers, and C. C. Avery, "Geostatistically modeling stem size and increment in an old-growth forest," Can. J. Forest Res., vol. 24, no. 7, pp. 1354-1368, Jul. 1994. (Pubitemid 2141500)
24. N. Nanos and G. Montero, "Spatial prediction of diameter distribution models," Forest Ecol. Manag., vol. 161, no. 1-3, pp. 147-158, May 2002. (Pubitemid 34458142)
25. M. Sales, C. Souza, P. Kyriakidis, D. Roberts, and E. Vidal, "Improving spatial distribution estimation of forest biomass with geostatistics: A case study for Rondônia, Brazil," Ecol. Model., vol. 205, no. 1/2, pp. 221-230, 2007. (Pubitemid 46722653)
26. R. Nishii, S. Kusanobu, and S. Tanaka, "Enhancement of low spatial resolution image based on high resolution-bands," IEEE Trans. Geosci. Remote Sens., vol. 34, no. 5, pp. 1151-1158, Sep. 1996. (Pubitemid 126780963)
27. E. Pardo-Igúzquiza, M. Chica-Olmo, and P. M. Atkinson, "Downscaling cokriging for image sharpening," Remote Sens. Environ., vol. 102, no. 2, pp. 86-98, May 2006.
28. P. Kyriakidis and E.-H. Yoo, "Geostatistical prediction and simulation of point values from areal data," Geogr. Anal., vol. 37, no. 2, pp. 124-151, Apr. 2005. (Pubitemid 40534002)
29. E. Pardo-Igúzquiza and P. M. Atkinson, "Modelling the semivariograms and cross-semivariograms required in downscaling cokriging by numerical convolution-deconvolution," Comput. Geosci., vol. 33, no. 10, pp. 1273-1284, Oct. 2007. (Pubitemid 47487968)
30. E. Pardo-Iguzquiza, V. F. Rodríguez-Galiano, M. Chica-Olmo, and P. M. Atkinson, "Image fusion by spatially adaptive filtering using downscaling cokriging," ISPRS J Photogramm., vol. 66, no. 3, pp. 337-346, May 2011.