Deep learning in image-based plant phenoty**

KM Murphy, E Ludwig, J Gutierrez… - Annual Review of Plant …, 2024 - annualreviews.org
A major bottleneck in the crop improvement pipeline is our ability to phenotype crops quickly
and efficiently. Image-based, high-throughput phenoty** has a number of advantages …

Salt stress under the scalpel–dissecting the genetics of salt tolerance

MJL Morton, M Awlia, N Al‐Tamimi, S Saade… - The Plant …, 2019 - Wiley Online Library
Salt stress limits the productivity of crops grown under saline conditions, leading to
substantial losses of yield in saline soils and under brackish and saline irrigation. Salt …

Advancements in imaging sensors and AI for plant stress detection: A systematic literature review

JJ Walsh, E Mangina, S Negrão - Plant Phenomics, 2024 - spj.science.org
Integrating imaging sensors and artificial intelligence (AI) have contributed to detecting plant
stress symptoms, yet data analysis remains a key challenge. Data challenges include …

Thermal remote sensing for plant ecology from leaf to globe

MM Farella, JB Fisher, W Jiao, KB Key… - Journal of …, 2022 - Wiley Online Library
Surface temperatures are mechanistically linked to vegetation biophysical and physiological
processes. Although remote sensing in the thermal infrared (TIR) domain can offer novel …

Computer vision, machine learning, and the promise of phenomics in ecology and evolutionary biology

MD Lürig, S Donoughe, EI Svensson… - Frontiers in Ecology …, 2021 - frontiersin.org
For centuries, ecologists and evolutionary biologists have used images such as drawings,
paintings and photographs to record and quantify the shapes and patterns of life. With the …

Species-independent analytical tools for next-generation agriculture

TTS Lew, R Sarojam, IC Jang, BS Park, NI Naqvi… - Nature Plants, 2020 - nature.com
Innovative approaches are urgently required to alleviate the growing pressure on agriculture
to meet the rising demand for food. A key challenge for plant biology is to bridge the notable …

Capturing crop adaptation to abiotic stress using image-based technologies

N Al-Tamimi, P Langan, V Bernád, J Walsh… - Open …, 2022 - royalsocietypublishing.org
Farmers and breeders aim to improve crop responses to abiotic stresses and secure yield
under adverse environmental conditions. To achieve this goal and select the most resilient …

Indicators of water use efficiency across diverse agroecosystems and spatiotemporal scales

DL Hoover, LJ Abendroth, DM Browning, A Saha… - Science of the Total …, 2023 - Elsevier
Understanding the relationship between water and production within and across
agroecosystems is essential for addressing several agricultural challenges of the 21st …

Twilight length alters growth and flowering time in Arabidopsis via LHY/CCA1

D Mehta, S Scandola, C Kennedy, C Lummer… - Science …, 2024 - science.org
Decades of research have uncovered how plants respond to two environmental variables
that change across latitudes and over seasons: photoperiod and temperature. However, a …