Fast-forward breeding for a food-secure world

RK Varshney, A Bohra, M Roorkiwal, R Barmukh… - Trends in Genetics, 2021 - cell.com
Crop production systems need to expand their outputs sustainably to feed a burgeoning
human population. Advances in genome sequencing technologies combined with efficient …

Challenges and opportunities in machine-augmented plant stress phenoty**

A Singh, S Jones, B Ganapathysubramanian… - Trends in Plant …, 2021 - cell.com
Plant stress phenoty** is essential to select stress-resistant varieties and develop better
stress-management strategies. Standardization of visual assessments and deployment of …

Tomato salt tolerance mechanisms and their potential applications for fighting salinity: A review

M Guo, XS Wang, HD Guo, SY Bai, A Khan… - Frontiers in Plant …, 2022 - frontiersin.org
One of the most significant environmental factors affecting plant growth, development and
productivity is salt stress. The damage caused by salt to plants mainly includes ionic …

Detecting powdery mildew disease in squash at different stages using UAV-based hyperspectral imaging and artificial intelligence

J Abdulridha, Y Ampatzidis, P Roberts… - Biosystems …, 2020 - Elsevier
In this study hyperspectral imaging (380–1020 nm) and machine learning were utilised to
develop a technique for detecting different disease development stages (asymptomatic …

Multi-omics pipeline and omics-integration approach to decipher plant's abiotic stress tolerance responses

R Roychowdhury, W Guo, ME Carroll, A Singh, TL Swetnam… - Plant …, 2021 - spj.science.org
Unmanned aircraft system (UAS) is a particularly powerful tool for plant phenoty**, due to
reasonable cost of procurement and deployment, ease and flexibility for control and …

Estimation of soybean grain yield from multispectral high-resolution UAV data with machine learning models in West Africa

TR Alabi, AT Abebe, G Chigeza… - … Applications: Society and …, 2022 - Elsevier
Abstract Soybean (Glycine max (L.) Merr.) is a leguminous and oil crop with rapidly growing
importance and demand in Africa following the increasing demand for oil and livestock and …

Multi-sensor and multi-platform consistency and interoperability between UAV, Planet CubeSat, Sentinel-2, and Landsat reflectance data

J Jiang, K Johansen, YH Tu… - GIScience & Remote …, 2022 - Taylor & Francis
Unmanned aerial vehicle (UAV) and satellite data have considerable complementarity for
platform inter-operability, data fusion studies, calibration and validation efforts, and various …

Phenoty** a diversity panel of quinoa using UAV-retrieved leaf area index, SPAD-based chlorophyll and a random forest approach

J Jiang, K Johansen, CS Stanschewski, G Wellman… - Precision …, 2022 - Springer
Given its high nutritional value and capacity to grow in harsh environments, quinoa has
significant potential to address a range of food security concerns. Monitoring the …

High-throughput field crop phenoty**: current status and challenges

S Ninomiya - Breeding Science, 2022 - jstage.jst.go.jp
In contrast to the rapid advances made in plant genoty**, plant phenoty** is considered
a bottleneck in plant science. This has promoted high-throughput plant phenoty** (HTP) …