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http://krishi.icar.gov.in/jspui/handle/123456789/66141
Title: | Package "LARGB" : Leaf area determination from visual image |
Other Titles: | Not Available |
Authors: | Tanuj Mishra Alka Arora Sudeep Sudeep Shailendra Kumar Mrinmoy Ray Sudhir Kumar Pankaj Das |
ICAR Data Use Licennce: | http://krishi.icar.gov.in/PDF/ICAR_Data_Use_Licence.pdf |
Author's Affiliated institute: | ICAR::Indian Agricultural Statistics Research Institute ICAR::Indian Agricultural Statistics Research Institute ICAR::Indian Agricultural Statistics Research Institute Rani Lakshmi Bai Central Agricultural University, ICAR::Indian Agricultural Statistics Research Institute ICAR::Indian Agricultural Research Institute ICAR::Indian Agricultural Statistics Research Institute |
Published/ Complete Date: | 2021-09-28 |
Project Code: | Not Available |
Keywords: | LARGB |
Publisher: | CRAN |
Citation: | Tanuj Mishra, Alka Arora, Sudeep, Shailendra Kumar, Mrinmoy Ray, Sudhir Kumar and Pankaj Das (2021). LARGB: Leaf Area Determination from Visual Image. R Package. https://cran.r-project.org/web/packages/LARGB/index.html |
Series/Report no.: | Not Available; |
Abstract/Description: | Measurements of leaf area are important in the studies of plant biological characteristics. Highthroughput plant phenotyping using image analysis is the key area in the domain of plant phenotyping. For determining the leaf area, the RGB image is converted into the grayscale image by simply averaging the Red(R), Green (G) and Blue (B) pixel values. Grayscale image is then converted into a binary image using Otsu’s thresholding method Otsu, N. (1979) <doi:10.1109/TSMC.1979.4310076> to separate plant area from the background (image segmentation). The segmentation process was accomplished by selecting the pixels with values over the threshold value belonging to the plant region and other pixels to the background region. The resulting binary image consists of white and black pixels representing the plant and background regions, respectively. Finally, the number of pixels inside the plant region was counted and converted to square centimetres (cm2) using the reference object (any object whose actual area is known previously) to get the projected leaf area. |
Description: | High-throughput plant phenotyping using image analysis is the key area in the domain of plant phenotyping. For determining the leaf area, the RGB image is converted into the grayscale image by simply averaging the Red(R), Green (G) and Blue (B) pixel values. Grayscale image is then converted into a binary image using Otsu’s thresholding method Otsu, N. (1979) <doi: 10.1109/TSMC.1979.4310076> to separate plant area from the background (image segmentation). The segmentation process was accomplished by selecting the pixels with values over the threshold value belonging to the plant region and other pixels to the background region. The resulting binary image consists of white and black pixels representing the plant and background regions, respectively. Finally, the number of pixels inside the plant region was counted and converted to square centimetres (cm2) using the reference object (any object whose actual area is known previously) to get the projected leaf area. |
ISSN: | Not Available |
Type(s) of content: | Software Code or Macro |
Sponsors: | Not Available |
Language: | English |
Name of Journal: | Not Available |
NAAS Rating: | Not Available |
Volume No.: | Not Available |
Page Number: | Not Available |
Name of the Division/Regional Station: | Not Available |
Source, DOI or any other URL: | https://CRAN.R-project.org/package=LARGB |
URI: | http://krishi.icar.gov.in/jspui/handle/123456789/66141 |
Appears in Collections: | AEdu-IASRI-Publication |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
LARGB Package.pdf | 83.63 kB | Adobe PDF | View/Open |
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