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Original Articles

Retrieval of crop canopy properties: a comparison between model inversion from hyperspectral data and image classification

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Pages 1119-1130 | Received 18 Apr 2003, Accepted 18 Apr 2003, Published online: 03 Jun 2010

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N. N. Salghuna, P. Rama Chandra Prasad & Rama Rao Nidamanuri. (2021) Semi-empirical model for upscaling leaf spectra (SEMULS): a novel approach for modeling canopy spectra from in situ leaf reflectance spectra. Geocarto International 36:15, pages 1665-1684.
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Sourav Bhadra, Vasit Sagan, Supria Sarkar, Maxwell Braud, Todd C. Mockler & Andrea L. Eveland. (2024) PROSAIL-Net: A transfer learning-based dual stream neural network to estimate leaf chlorophyll and leaf angle of crops from UAV hyperspectral images. ISPRS Journal of Photogrammetry and Remote Sensing 210, pages 1-24.
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Asmaa Abdelbaki, Martin Schlerf, Rebecca Retzlaff, Miriam Machwitz, Jochem Verrelst & Thomas Udelhoven. (2021) Comparison of Crop Trait Retrieval Strategies Using UAV-Based VNIR Hyperspectral Imaging. Remote Sensing 13:9, pages 1748.
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Yonghua Qu, Zebin Gao, Jiali Shang, Jiangui Liu & Raffaele Casa. (2021) Simultaneous measurements of corn leaf area index and mean tilt angle from multi-directional sunlit and shaded fractions using downward-looking photography. Computers and Electronics in Agriculture 180, pages 105881.
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Gangqiang An, Minfeng Xing, Binbin He, Chunhua Liao, Xiaodong Huang, Jiali Shang & Haiqi Kang. (2020) Using Machine Learning for Estimating Rice Chlorophyll Content from In Situ Hyperspectral Data. Remote Sensing 12:18, pages 3104.
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Bing Lu, Phuong Dao, Jiangui Liu, Yuhong He & Jiali Shang. (2020) Recent Advances of Hyperspectral Imaging Technology and Applications in Agriculture. Remote Sensing 12:16, pages 2659.
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Asmaa Abdelbaki, Martin Schlerf, Wout Verhoef & Thomas Udelhoven. (2019) Introduction of Variable Correlation for the Improved Retrieval of Crop Traits Using Canopy Reflectance Model Inversion. Remote Sensing 11:22, pages 2681.
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Mingzheng Zhang, Wei Su, Yuting Fu, Dehai Zhu, Jing-Hao Xue, Jianxi Huang, Wei Wang, Jiayu Wu & Chan Yao. (2019) Super-resolution enhancement of Sentinel-2 image for retrieving LAI and chlorophyll content of summer corn. European Journal of Agronomy 111, pages 125938.
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Roshanak Darvishzadeh, Tiejun Wang, Andrew Skidmore, Anton Vrieling, Brian O’Connor, Tawanda Gara, Bruno Ens & Marc Paganini. (2019) Analysis of Sentinel-2 and RapidEye for Retrieval of Leaf Area Index in a Saltmarsh Using a Radiative Transfer Model. Remote Sensing 11:6, pages 671.
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Peter P.J. Roosjen, Benjamin Brede, Juha M. Suomalainen, Harm M. Bartholomeus, Lammert Kooistra & Jan G.P.W. Clevers. (2018) Improved estimation of leaf area index and leaf chlorophyll content of a potato crop using multi-angle spectral data – potential of unmanned aerial vehicle imagery. International Journal of Applied Earth Observation and Geoinformation 66, pages 14-26.
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Cameron Proctor, Bing Lu & Yuhong He. (2017) Determining the absorption coefficients of decay pigments in decomposing monocots. Remote Sensing of Environment 199, pages 137-153.
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Andreas Hueni, Alexander Damm, Mathias Kneubuehler, Daniel Schlapfer & Michael E. Schaepman. (2017) Field and Airborne Spectroscopy Cross Validation—Some Considerations. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10:3, pages 1117-1135.
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Michael Marshall & Prasad Thenkabail. (2015) Advantage of hyperspectral EO-1 Hyperion over multispectral IKONOS, GeoEye-1, WorldView-2, Landsat ETM+, and MODIS vegetation indices in crop biomass estimation. ISPRS Journal of Photogrammetry and Remote Sensing 108, pages 205-218.
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Michael Marshall & Prasad Thenkabail. (2014) Biomass Modeling of Four Leading World Crops Using Hyperspectral Narrowbands in Support of HyspIRI Mission. Photogrammetric Engineering & Remote Sensing 80:8, pages 757-772.
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Laurent Tits, Ben Somers & Pol Coppin. (2012) The Potential and Limitations of a Clustering Approach for the Improved Efficiency of Multiple Endmember Spectral Mixture Analysis in Plant Production System Monitoring. IEEE Transactions on Geoscience and Remote Sensing 50:6, pages 2273-2286.
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Rahul Tripathi, Rabi N. Sahoo, Vinay K. Sehgal, R. K. Tomar, Debashish Chakraborty & S. Nagarajan. (2011) Inversion of PROSAIL Model for Retrieval of Plant Biophysical Parameters. Journal of the Indian Society of Remote Sensing 40:1, pages 19-28.
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M. Vohland, S. Mader & W. Dorigo. (2010) Applying different inversion techniques to retrieve stand variables of summer barley with PROSPECT + SAIL. International Journal of Applied Earth Observation and Geoinformation 12:2, pages 71-80.
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Stéphane Jacquemoud, Wout Verhoef, Frédéric Baret, Cédric Bacour, Pablo J. Zarco-Tejada, Gregory P. Asner, Christophe François & Susan L. Ustin. (2009) PROSPECT+SAIL models: A review of use for vegetation characterization. Remote Sensing of Environment 113, pages S56-S66.
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L. Suárez, P.J. Zarco-Tejada, J.A.J. Berni, V. González-Dugo & E. Fereres. (2009) Modelling PRI for water stress detection using radiative transfer models. Remote Sensing of Environment 113:4, pages 730-744.
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J. P. Goffart, M. Olivier & M. Frankinet. (2008) Potato Crop Nitrogen Status Assessment to Improve N Fertilization Management and Efficiency: Past–Present–Future. Potato Research 51:3-4, pages 355-383.
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Elizabeth J. Botha, Brigitte Leblon, Bernie Zebarth & James Watmough. (2007) Non-destructive estimation of potato leaf chlorophyll from canopy hyperspectral reflectance using the inverted PROSAIL model. International Journal of Applied Earth Observation and Geoinformation 9:4, pages 360-374.
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Jindong Wu, Dong Wang & Marvin E. Bauer. (2007) Assessing broadband vegetation indices and QuickBird data in estimating leaf area index of corn and potato canopies. Field Crops Research 102:1, pages 33-42.
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Y. Cohen, V. Alchanatis, M. Meron, Y. Saranga & J. Tsipris. (2005) Estimation of leaf water potential by thermal imagery and spatial analysis*. Journal of Experimental Botany 56:417, pages 1843-1852.
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Hamlyn G. Jones. 2004. Incorporating Advances in Plant Pathology. Incorporating Advances in Plant Pathology 107 163 .
Hamlyn G. JONES & Ilkka LEINONEN. (2003) Thermal Imaging for the Study of Plant Water Relations. Journal of Agricultural Meteorology 59:3, pages 205-217.
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