ArticleSensors (Basel, Switzerland)2021
Low-Cost Chlorophyll Fluorescence Imaging for Stress Detection.
Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed, 34 citations in OpenAlex.
- Light intensity effects on leaf chlorophyll fluorescence and thermoluminescence in perennial ryegrass.Scientific reports · 2026Article
- Multispectral Fluorescence Imaging for Fast Identification of Cold Stress in Pepper Plants.Sensors (Basel, Switzerland) · 2026Article
- Artificial Intelligence (AI) in Detection of Abiotic Stress in Plants: A Review.Sensors (Basel, Switzerland) · 2026Review
- Spectral overlap of far-red light with chlorophyll fluorescence causes artifacts in PAM-basedFrontiers in plant science · 2026Article
- Spatiotemporal analysis of herbicide-induced stress in chicory leaves using chlorophyll-a fluorescence imaging.Photochemical & photobiological sciences : Official journal of the European Photochemistry Association and the European Society for Photobiology · 2025Article
- Recent advances in plant stress analysis using chlorophyllPhotosynthetica · 2025Review
- Low-Cost Imaging to Quantify Germination Rate and Seedling Vigor across Lettuce Cultivars.Sensors (Basel, Switzerland) · 2024Article
- The Energy Requirement for Supplemental Greenhouse Lighting Can Be Reduced by Considering 'Excess' Light from the Previous Day.Plants (Basel, Switzerland) · 2024Article
- Biopolymers as Seed-Coating Agent to Enhance Microbially Induced Tolerance of Barley to Phytopathogens.Polymers · 2024Article
- Classification of tomato seedling chilling injury based on chlorophyll fluorescence imaging and DBO-BiLSTM.Frontiers in plant science · 2024Article
- Explainable light-weight deep learning pipeline for improved drought stress identification.Frontiers in plant science · 2024Article
- Early-Stage Detection of Biotic and Abiotic Stress on Plants by Chlorophyll Fluorescence Imaging Analysis.Biosensors · 2023Review
- Can Metabolomic Approaches Become a Tool for Improving Early Plant Disease Detection and Diagnosis with Modern Remote Sensing Methods? A Review.Sensors (Basel, Switzerland) · 2023Review
- Chlorophyll Fluorescence Imaging for Early Detection of Drought and Heat Stress in Strawberry Plants.Plants (Basel, Switzerland) · 2023Article
- Impact of Web Blight on Photosynthetic Performance of an Elite Common Bean Line in the Western Amazon Region of Colombia.Plants (Basel, Switzerland) · 2022Article
- Chlorophyll Fluorescence Imaging as a Tool for Evaluating Disease Resistance of Common Bean Lines in the Western Amazon Region of Colombia.Plants (Basel, Switzerland) · 2022Article
- Effective Electrochemiluminescence Aptasensor for Detection of Atrazine Residue.Sensors (Basel, Switzerland) · 2022Article
- GreenLeafVI: A FIJI Plugin for High-Throughput Analysis of Leaf Chlorophyll Content.Physiologia plantarumArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
Plants naturally contain high levels of the stress-responsive fluorophore chlorophyll. Chlorophyll fluorescence imaging (CFI) is a powerful tool to measure photosynthetic efficiency in plants and provides the ability to detect damage from a range of biotic and abiotic stresses before visible symptoms occur. However, most CFI systems are complex, expensive systems that use pulse amplitude modulation (PAM) fluorometry. Here, we test a simple CFI system, that does not require PAM fluorometry, but instead simply images fluorescence emitted by plants. We used this technique to visualize stress induced by the photosystem II-inhibitory herbicide atrazine. After applying atrazine as a soil drench, CFI and color images were taken at 15-minute intervals, alongside measurements from a PAM fluorometer and a leaf reflectometer. Pixel intensity of the CFI images was negatively correlated with the quantum yield of photosystem II (ΦPSII) (
Indexed as
Identifiers
What OpenQuestion holds
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.