See the iGEM Project this is a part of.
A set of tools for image analysis - estimating OD values from a set of images through RGB analysis and generating plots to display the data. This repository contains two tools:
- Batch RGB color extractor (JS): takes in a set of images of algae growth (continuous green shade) and returns a .csv with the RGB values for each image
- Data analyzer and visualizer (R): processes the RGB values, approximating an OD value and generating plots
R and R packages:
- R Core Team (2023). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.R-project.org/.
- H. Wickham. ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York, 2016.
- Kassambara A (2023). ggpubr: 'ggplot2' Based Publication Ready Plots. R package version 0.6.0, https://CRAN.R-project.org/package=ggpubr.
- Arnold J (2021). ggthemes: Extra Themes, Scales and Geoms for 'ggplot2'. R package version 4.2.4, https://CRAN.R-project.org/package=ggthemes.
- H. Wickham. Reshaping data with the reshape package. Journal of Statistical Software, 21(12), 2007.
Library used in image analysis
- color-thief Github repository linked here: https://github.com/lokesh/color-thief/releases/tag/v2.4.0