A comprehensive review of high throughput phenotyping and machine learning for plant stress phenotyping

T Gill, SK Gill, DK Saini, Y Chopra, JP de Koff… - Phenomics, 2022 - Springer
During the last decade, there has been rapid adoption of ground and aerial platforms with
multiple sensors for phenotyping various biotic and abiotic stresses throughout the …

[HTML][HTML] Proximal and remote sensing in plant phenomics: 20 years of progress, challenges, and perspectives

H Tao, S Xu, Y Tian, Z Li, Y Ge, J Zhang, Y Wang… - Plant …, 2022 - cell.com
Plant phenomics (PP) has been recognized as a bottleneck in studying the interactions of
genomics and environment on plants, limiting the progress of smart breeding and precise …

Bottlenecks and opportunities in field-based high-throughput phenotyping for heat and drought stress

NT Hein, IA Ciampitti… - Journal of Experimental …, 2021 - academic.oup.com
Flowering and grain-filling stages are highly sensitive to heat and drought stress exposure,
leading to significant loss in crop yields. Therefore, phenotyping to enhance resilience to …

High-throughput field phenotyping of Ascochyta blight disease severity in chickpea

C Zhang, W Chen, S Sankaran - Crop Protection, 2019 - Elsevier
Pulse crops, such as chickpea (Cicer arietinum L.), serve as excellent food sources that
provide proteins and minerals to humans and livestock. Additionally, pulses are important …

Investigating combined drought-and heat stress effects in wheat under controlled conditions by dynamic image-based phenotyping

LOA Abdelhakim, E Rosenqvist, B Wollenweber… - Agronomy, 2021 - mdpi.com
As drought and heat stress are major challenges for crop productivity under future climate
changes, tolerant cultivars are highly in demand. This study investigated the potential of …

Invasive sorghum aphid: A decade of research on deciphering plant resistance mechanisms and novel approaches in breeding for sorghum resistance to aphids

M Thudi, MSS Reddy, YD Naik, VKR Cheruku… - Crop …, 2024 - Wiley Online Library
During the last decade, the sorghum aphid (Melanaphis sorghi), previously identified as
sugarcane aphid (Melanaphis sacchari), became a serious pest of sorghum, spreading to all …

Development of a raspberry pi-based sensor system for automated in-field monitoring to support crop breeding programs

W Sangjan, AH Carter, MO Pumphrey, V Jitkov… - Inventions, 2021 - mdpi.com
Sensor applications for plant phenotyping can advance and strengthen crop breeding
programs. One of the powerful sensing options is the automated sensor system, which can …

Performances evaluation of a low-cost platform for high-resolution plant phenotyping

R Rossi, C Leolini, S Costafreda-Aumedes, L Leolini… - Sensors, 2020 - mdpi.com
This study aims to test the performances of a low-cost and automatic phenotyping platform,
consisting of a Red-Green-Blue (RGB) commercial camera scanning objects on rotating …

Breeding efforts for crop productivity in abiotic stress environment

JR Choudhary, S Get, A Tripathi, R Kaldate… - … crop productivity in …, 2022 - Springer
In the present state, human activities coupled with simultaneous exploitation of the earth's
resources have resulted in newer challenges that surface day-by-day. In a response to …

Broad-spectrum resistance to fungal foliar diseases in wheat: recent efforts and achievements

AMI Mourad, AAM Ahmed, PS Baenziger… - Frontiers in Plant …, 2024 - frontiersin.org
Wheat (Triticum spp.) is one of the most important cereal crops in the world. Several
diseases affect wheat production and can cause 20-80% yield loss annually. Out of these …