Josh Chopin

Dr. Josh Chopin


Research Focus & Metrics

Academic Career Length

9Years (2018-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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26 May 2018 in Plant Methods
Verified
Journal Article
Open access
PDF file
JCJosh Chopin
Josh Chopin
PKPankaj Kumar
Pankaj Kumar
Stanley Joseph MiklavcicStanley Joseph Miklavcic
Stanley Joseph Miklavcic
One of the main challenges associated with image-based field phenotyping is the variability of illumination. During a single day’s imaging session, or between different sessions on different days, the sun moves in and out of cloud cover and has varying intensity. How is one to know from consecutive images alone if a plant has become darker over time, or if the weather conditions have simply changed from clear to overcast? This is a significant problem to address as colour is an important phenotypic trait that can be measured automatically from images. In this work we use an industry standard colour checker to balance the colour in images within and across every day of a field trial conducted over four months in 2016. By ensuring that the colour checker is present in every image we are afforded a ‘ground truth’ to correct for varying illumination conditions across images. We employ a least squares approach to fit a quadratic model for correcting RGB values of an image in such a way that the observed values of the colour checker tiles align with their true values after the transformation. The proposed method is successful in reducing the error between observed and reference colour chart values in all images. Furthermore, the standard deviation of mean canopy colour across multiple days is reduced significantly after colour correction is applied. Finally, we use a number of examples to demonstrate the usefulness of accurate colour measurements in recording phenotypic traits and analysing variation among varieties and treatments.

20 March 2019 in Plant Methods
Verified
Journal Article
Open access
PDF file
MHMd Mehedi Hasan
Md Mehedi Hasan
JCJosh Chopin
Josh Chopin
HLHamid Laga
Hamid Laga
Stanley Joseph MiklavcicStanley Joseph Miklavcic
Stanley Joseph Miklavcic
In the original publication of this article [1] the authors stated that important resources would be made available online to readers.