A review of computer vision technologies for plant phenotyping

Z Li, R Guo, M Li, Y Chen, G Li - Computers and Electronics in Agriculture, 2020 - Elsevier
Plant phenotype plays an important role in genetics, botany, and agronomy, while the
currently popular methods for phenotypic trait measurement have some limitations in …

A review on the effect of soil compaction and its management for sustainable crop production

MR Shaheb, R Venkatesh, SA Shearer - Journal of Biosystems …, 2021 - Springer
Purpose Sustainable crop production could contribute to feed and fuel for the ever-
increasing global population. The use of heavy agricultural machinery has improved the …

Regulation of plant root system architecture: implications for crop advancement

ED Rogers, PN Benfey - Current Opinion in Biotechnology, 2015 - Elsevier
Highlights•RSA is determined by interacting genetic and environmental factors.•RSA can
provide growth advantages under different environmental conditions.•Expression of a …

The holistic rhizosphere: integrating zones, processes, and semantics in the soil influenced by roots

LM York, A Carminati, SJ Mooney, K Ritz… - Journal of …, 2016 - academic.oup.com
Despite often being conceptualized as a thin layer of soil around roots, the rhizosphere is
actually a dynamic system of interacting processes. Hiltner originally defined the …

Applications of X‐ray computed tomography for examining biophysical interactions and structural development in soil systems: a review

JR Helliwell, CJ Sturrock, KM Grayling… - European Journal of …, 2013 - Wiley Online Library
Soil systems are characterized by the spatial and temporal distribution of organic and
mineral particles, water and air within a soil profile. Investigations into the complex …

Artificial macropores attract crop roots and enhance plant productivity on compacted soils

T Colombi, S Braun, T Keller, A Walter - Science of the Total Environment, 2017 - Elsevier
The structure of compacted soils is characterised by decreased (macro-) porosity, which
leads to increased mechanical impedance and decreased fluid transport rates, resulting in …

Quantifying the impact of soil compaction on root system architecture in tomato (Solanum lycopersicum) by X-ray micro-computed tomography

SR Tracy, CR Black, JA Roberts, C Sturrock… - Annals of …, 2012 - academic.oup.com
Background and Aims We sought to explore the interactions between roots and soil without
disturbance and in four dimensions (ie 3-D plus time) using X-ray micro-computed …

The emergent rhizosphere: imaging the development of the porous architecture at the root-soil interface

JR Helliwell, CJ Sturrock, S Mairhofer, J Craigon… - Scientific reports, 2017 - nature.com
The rhizosphere is the zone of soil influenced by a plant root and is critical for plant health
and nutrient acquisition. All below ground resources must pass through this dynamic zone …

Challenges and opportunities for quantifying roots and rhizosphere interactions through imaging and image analysis

HF Downie, MO Adu, S Schmidt, W Otten… - Plant, cell & …, 2015 - Wiley Online Library
The morphology of roots and root systems influences the efficiency by which plants acquire
nutrients and water, anchor themselves and provide stability to the surrounding soil. Plant …

Non-destructive quantification of cereal roots in soil using high-resolution X-ray tomography

RJ Flavel, CN Guppy, M Tighe, M Watt… - Journal of …, 2012 - academic.oup.com
One key constraint to further understanding plant root development is the inability to observe
root growth in situ due to the opaque nature of soil. Of the present non-destructive …