Projects per year
Abstract
The advent of high-throughput phenotyping installations signals a need for plant biology to use pattern analysis and recognition techniques, especially when analysis is done via digital images. Such installations also afford an opportunity to computer vision. We describe one such application at the UK National Plant Phenomics Centre, in which historically measurements have been made in a
labour-intensive manual manner. We develop an estimator of tiller number in growing wheat which, when exploiting per-day averaging, temporal interpolation and dynamic programming, delivers measurements of finer-grain and no less accuracy than manually. The approach developed lends itself to reuse for any similar imaging setup, and plants with tillering characteristics similar to wheat. We consider the work a useful exemplar for co-operation between biologists and computer scientists in such installations.
labour-intensive manual manner. We develop an estimator of tiller number in growing wheat which, when exploiting per-day averaging, temporal interpolation and dynamic programming, delivers measurements of finer-grain and no less accuracy than manually. The approach developed lends itself to reuse for any similar imaging setup, and plants with tillering characteristics similar to wheat. We consider the work a useful exemplar for co-operation between biologists and computer scientists in such installations.
Original language | English |
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Pages (from-to) | 637-646 |
Number of pages | 10 |
Journal | Machine Vision and Applications |
Volume | 27 |
Issue number | 5 |
Early online date | 01 Oct 2015 |
DOIs | |
Publication status | Published - Jul 2016 |
Keywords
- small grain cereals
- branching
- plant development
- computer vision
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Dive into the research topics of 'Automated estimation of tiller number in wheat by ribbon detection'. Together they form a unique fingerprint.Projects
- 2 Finished
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Bioinformatics and genomic and phenomic platform development
Armstead, I. (PI), Boyle, R. (PI), Doonan, J. (PI), Fernandez Fuentes, N. (PI), Gay, A. (PI), Hegarty, M. (PI), Huang, L. (PI), Neal, M. (PI), Swain, M. (PI) & Thomas, I. (PI)
01 Apr 2012 → 31 Mar 2017
Project: Externally funded research
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Phenomics National Capability Grant ISPG
Doonan, J. (PI)
Biotechnology and Biological Sciences Research Council
01 Apr 2012 → 31 Mar 2017
Project: Externally funded research