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Isaac Barnhart
at Kansas State Univ
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Publications (2)
SPIE Journal Paper | 5 October 2021 Open Access
High-resolution unmanned aircraft systems imagery for stay-green characterization in grain sorghum (Sorghum bicolor L.)
Isaac Barnhart, Paula Demarco, P. V. Vara Prasad, Laura Mayor, Mithila Jugulam, Ignacio Ciampitti
JARS, Vol. 15, Issue 04, 044501, (October 2021) https://doi.org/10.1117/12.10.1117/1.JRS.15.044501
KEYWORDS: Near infrared, Seaborgium, Vegetation, Image processing, Reflectivity, Statistical analysis, Cameras, RGB color model, Biological research, Calibration
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SPIE Journal Paper | 6 March 2021 Open Access
Use of high-resolution unmanned aerial systems imagery and machine learning to evaluate grain sorghum tolerance to mesotrione
Isaac Barnhart, Sushila Chaudhari, Balaji A. Pandian, P. V. Vara Prasad, Ignacio Ciampitti, Mithila Jugulam
JARS, Vol. 15, Issue 01, 014516, (March 2021) https://doi.org/10.1117/12.10.1117/1.JRS.15.014516
KEYWORDS: Injuries, Machine learning, Image classification, Image processing, Visualization, Remote sensing, Statistical analysis, Vegetation, Tolerancing, Cameras
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