ArticleFrontiers in plant science2021
Detecting Plant Stress Using Thermal and Optical Imagery From an Unoccupied Aerial Vehicle.
Article in Frontiers in plant science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
16 citing papers in PubMed.
- Open-source hardware platform for automated, non-invasive plant phenotyping through combined RGB and thermal imaging.HardwareX · 2026Article
- A Thermal Infrared Remote Sensing Model for Diagnosing Winter Wheat Water (Plants (Basel, Switzerland) · 2026Article
- Phenomics-derived temporal maize health and environmental index enhance physiology-informed genomic prediction of yield across environments.Plant physiology · 2026Article
- Research progress on rapid detection technology of soybean phenotypic indicators under saline-alkali stress.Planta · 2026Review
- Bridging scales: integrated multi-omics and deep phenotyping for climate resilience in crop plants.Frontiers in plant science · 2026Review
- Remote sensing assessment of the weed adaptability to soil salinization induced by extreme droughts on coastal agriculture.iScience · 2025Article
- A comprehensive review on rice responses and tolerance to salt stress.Frontiers in plant science · 2025Review
- Application of UAV remote sensing for vegetation identification: a review and meta-analysis.Frontiers in plant science · 2025Review
- A comprehensive review of crop stress detection: destructive, non-destructive, and ML-based approaches.Frontiers in plant science · 2025Review
- Reviewing the essential roles of remote phenotyping, GWAS and explainable AI in practical marker-assisted selection for drought-tolerant winter wheat breeding.Frontiers in plant science · 2024Review
- Field Plant Monitoring from Macro to Micro Scale: Feasibility and Validation of Combined Field Monitoring Approaches from Remote to in Vivo to Cope with Drought Stress in Tomato.Plants (Basel, Switzerland) · 2023Article
- Review
- An Open-Source Package for Thermal and Multispectral Image Analysis for Plants in Glasshouse.Plants (Basel, Switzerland) · 2023Article
- AI-assisted image analysis and physiological validation for progressive drought detection in a diverse panel ofFrontiers in plant science · 2023Article
- Machine Learning-Based Crop Stress Detection in Greenhouses.Plants (Basel, Switzerland) · 2022Article
- Real-Time Assessment of Mandarin Crop Water Stress Index.Sensors (Basel, Switzerland) · 2022Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Soil and water salinization has global impact on the sustainability of agricultural production, affecting the health and condition of staple crops and reducing potential yields. Identifying or developing salt-tolerant varieties of commercial crops is a potential pathway to enhance food and water security and deliver on the global demand for an increase in food supplies. Our study focuses on a phenotyping experiment that was designed to establish the influence of salinity stress on a diversity panel of the wild tomato species,
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.