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The Scientific World Journal
Volume 2014, Article ID 450374, 9 pages
http://dx.doi.org/10.1155/2014/450374
Research Article

Pixel Color Clustering of Multi-Temporally Acquired Digital Photographs of a Rice Canopy by Luminosity-Normalization and Pseudo-Red-Green-Blue Color Imaging

1Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan
2Department of Civil and Environmental Engineering, Bogor Agricultural University, Kampus IPB Darmaga, Bogor 16680, Indonesia

Received 26 March 2014; Accepted 20 August 2014; Published 15 September 2014

Academic Editor: Ching-Fuh Lin

Copyright © 2014 Ryoichi Doi et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. T. G. van Niel and T. R. McVicar, “Current and potential uses of optical remote sensing in rice-based irrigation systems: a review,” Australian Journal of Agricultural Research, vol. 55, no. 2, pp. 155–185, 2004. View at Publisher · View at Google Scholar · View at Scopus
  2. H. S. Thind and R. K. Gupta, “Need based nitrogen management using the chlorophyll meter and leaf colour chart in rice and wheat in South Asia: a review,” Nutrient Cycling in Agroecosystems, vol. 88, no. 3, pp. 361–380, 2010. View at Publisher · View at Google Scholar · View at Scopus
  3. L. Feng, R.-Y. Chai, G.-M. Sun, D. Wu, B.-G. Lou, and Y. He, “Identification and classification of rice leaf blast based on multi-spectral imaging sensor,” Spectroscopy and Spectral Analysis, vol. 29, no. 10, pp. 2730–2733, 2009. View at Publisher · View at Google Scholar · View at Scopus
  4. E. W. Chipman and E. Thorpe, “Effect of maturity and frost on the leaf color of storage cabbage,” Canadian Journal of Plant Science, vol. 59, no. 2, pp. 429–435, 1979. View at Google Scholar
  5. M. E. Andrew and S. L. Ustin, “Habitat suitability modelling of an invasive plant with advanced remote sensing data,” Diversity and Distributions, vol. 15, no. 4, pp. 627–640, 2009. View at Publisher · View at Google Scholar · View at Scopus
  6. D. G. Hadjimitsis, C. R. I. Clayton, and A. Retalis, “The use of selected pseudo-invariant targets for the application of atmospheric correction in multi-temporal studies using satellite remotely sensed imagery,” International Journal of Applied Earth Observation and Geoinformation, vol. 11, no. 3, pp. 192–200, 2009. View at Publisher · View at Google Scholar · View at Scopus
  7. D. J. Hayes and S. A. Sader, “Comparison of change-detection techniques for monitoring tropical forest clearing and vegetation regrowth in a time series,” Photogrammetric Engineering and Remote Sensing, vol. 67, no. 9, pp. 1067–1075, 2001. View at Google Scholar · View at Scopus
  8. J. R. Schott, C. Salvaggio, and W. J. Volchok, “Radiometric scene normalization using pseudoinvariant features,” Remote Sensing of Environment, vol. 26, no. 1, pp. 1–15, 1988. View at Google Scholar · View at Scopus
  9. R. Doi, “Red-and green-based pseudo-RGB color models for the comparison of digital images acquired under different brightness levels,” Journal of Modern Optics, vol. 61, no. 17, pp. 1373–1380, 2014. View at Publisher · View at Google Scholar
  10. Adobe Systems, Adobe Photoshop 7.0 Classroom in a Book, Adobe Photoshop 7. 0 Classroom in a Book, Adobe Press, San Jose, Calif, USA, 2002.
  11. R. Doi, C. Arif, B. I. Setiawan, and M. Mizoguchi, “Quantitative use of luminosity-normal greenness, redness and yellowness of a rice canopy derived from multi-temporally acquired digital photographs,” International Journal of Agriculture and Biology, vol. 15, no. 4, pp. 707–712, 2013. View at Google Scholar · View at Scopus
  12. S. G. Pallardy, Physiology of Woody Plants, Academic Press, Burlington, Mass, USA, 3rd edition, 2008.
  13. S. Lev-Yadun and J. K. Holopainen, “Why red-dominated autumn leaves in America and yellow-dominated autumn leaves in Northern Europe?” New Phytologist, vol. 183, no. 3, pp. 506–512, 2009. View at Publisher · View at Google Scholar · View at Scopus
  14. R. Doi, “Simple luminosity normalization of greenness, yellowness and redness/greenness for comparison of leaf spectral profiles in multi-temporally acquired remote sensing images,” Journal of Biosciences, vol. 37, no. 4, pp. 723–730, 2012. View at Publisher · View at Google Scholar · View at Scopus
  15. B. Smith, “An RGB to spectrum conversion for reflectances,” Journal of Graphical Tools, vol. 4, no. 4, pp. 11–22, 1999. View at Google Scholar
  16. D. J. Mulla, “Twenty five years of remote sensing in precision agriculture: key advances and remaining knowledge gaps,” Biosystems Engineering, vol. 114, no. 4, pp. 358–371, 2013. View at Publisher · View at Google Scholar · View at Scopus
  17. C. Arif, B. I. Setiawan, M. Mizoguchi, and R. Doi, “Estimation of water balance components in paddy fields under non-flooded irrigation regimes by using excel solver,” Journal of Agronomy, vol. 11, no. 2, pp. 53–59, 2012. View at Publisher · View at Google Scholar · View at Scopus
  18. C. Arif, B. I. Setiawan, H. A. Sofiyuddin, L. M. Martief, M. Mizoguchi, and R. Doi, “Estimating crop coefficient in intermittent irrigation paddy fields using excel solver,” Rice Science, vol. 19, no. 2, pp. 143–152, 2012. View at Publisher · View at Google Scholar · View at Scopus
  19. R. Doi and M. Mizoguchi, “Feasibility of system of rice intensification practices in natural and socioeconomic contexts in Thailand,” International Journal of Sustainable Development and World Ecology, vol. 20, no. 5, pp. 433–441, 2013. View at Publisher · View at Google Scholar · View at Scopus
  20. R. Doi and S. L. Ranamukhaarachchi, “Discriminating between canopies of natural forest and Acacia plantation plots in a google earth image to evaluate forest land rehabilitation by Acacia species,” International Journal of Agriculture and Biology, vol. 12, no. 6, pp. 921–925, 2010. View at Google Scholar · View at Scopus
  21. R. Doi, “Discriminating crop and other canopies by overlapping binary image layers,” Optical Engineering, vol. 52, no. 2, Article ID 020502, 2013. View at Publisher · View at Google Scholar · View at Scopus
  22. G. H. Ball and D. J. Hall, Isodata: A Method of Data Analysis and Pattern Classification, Stanford Research Institute, Office of Naval Research, Information Sciences Branch, Menlo Park, Calif, USA, 1968.
  23. A. D. Laderman, “Comparative community structure of Chamaecyparisthyoides bog forests: canopy diversity,” Wetlands, vol. 2, no. 1, pp. 216–230, 1982. View at Publisher · View at Google Scholar · View at Scopus
  24. A. Mishra and V. M. Salokhe, “The effects of planting pattern and water regime on root morphology, physiology and grain yield of rice,” Journal of Agronomy and Crop Science, vol. 196, no. 5, pp. 368–378, 2010. View at Publisher · View at Google Scholar · View at Scopus
  25. S. Lakio, J. Heinämäki, and J. Yliruusi, “Colorful drying,” AAPS PharmSciTech, vol. 11, no. 1, pp. 46–53, 2010. View at Publisher · View at Google Scholar · View at Scopus
  26. C. Brouwer and K. Prins, Irrigation Water Anagement: Irrigation Scheduling, FAO Land and Water Development Division, FAO, Rome, Italy, 1989.
  27. L. E. Schabenberger and S. M. Zedaker, “Relationships between loblolly pine yield and woody plant diversity in Virginia Piedmont plantations,” Canadian Journal of Forest Research, vol. 29, no. 7, pp. 1065–1072, 1999. View at Publisher · View at Google Scholar · View at Scopus
  28. G. J. J. Verhoeven, “Providing an archaeological bird's-eye view–an overall pictureof ground-based meansto execute low-altitude aerial photography (LAAP) in archaeology,” Archaeological Prospection, vol. 16, no. 4, pp. 233–249, 2009. View at Publisher · View at Google Scholar · View at Scopus
  29. C. Zhang and J. M. Kovacs, “The application of small unmanned aerial systems for precision agriculture: a review,” Precision Agriculture, vol. 13, no. 6, pp. 693–712, 2012. View at Publisher · View at Google Scholar · View at Scopus
  30. L. G. Toulios, M. G. Toulios, and E. Lipimenou, “Soil color relationships with reflectance spectra,” Geocarto International, vol. 13, no. 2, pp. 35–42, 1998. View at Publisher · View at Google Scholar · View at Scopus