Back to search

Article

Integrated Molecular and AI-Based Diagnostics for Banana Diseases: Development, Optimization, and Field Deployment of LAMP and Computer Vision Technologies

2026-02-19

Abstract excerpt

Banana and plantain ( Musa spp.) production in Sub-Saharan Africa is severely constrained by multiple diseases, with Banana bunchy top virus (BBTV) representing the most devastating viral threat. Inadequate diagnostic infrastructure limits effective management, particularly for asymptomatic infections disseminated through informal planting material exchange. This study presents an integrated diagnostic framework...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
34b5d758-5656-55fc-94a2-f06d98d5da3e
DOI
10.64898/2026.02.17.706421
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Integrated Molecular and AI-Based Diagnostics for Banana Diseases: Development, Optimization, and Field Deployment of LAMP and Computer Vision TechnologiesDOI 10.64898/2026.02.17.706421
Vision Normalizing Flows for the probability-informed detection of banana diseases from in-field imagesSemantic proximity
Multi-Class Banana Leaf Disease Detection via KHO-YOLOv8Semantic proximity
Imaging based AI modeling for Point of Care diagnostics of Potato PlantSemantic proximity
A Hex-View Perspective on Plant Disease Detection Using Remote SensingSemantic proximity
Advancements and applications of loop‐mediated isothermal amplification ( LAMP ) technology in the detection of viral diseases in fruit cropsSemantic proximity
PVDP: A portable open source pipeline for detection of plant viruses in RNAseq data. A case study on potato viruses in Antioquia (Colombia)Semantic proximity
Advanced Disease Monitoring and Severity Quantification for Greenhouse Management Using Multispectral ImagingSemantic proximity
AI-Driven Approaches for the Detection, Classification, and Surveillance of Viral Pathogens: Current Advances, Challenges, and Future DirectionsSemantic proximity
Deep Learning Approaches for Crop Health Monitoring and Early Disease Detection: A ReviewSemantic proximity
A loop‐mediated isothermal amplification (LAMP) assay based on unique markers derived from genotyping by sequencing data for rapid in planta diagnosis of Panama disease caused by Tropical Race 4 in bananaSemantic proximity
A Comprehensive Image Dataset of Fruit and Leaf Diseases Across Six Horticultural Crops for Deep Learning ApplicationsSemantic proximity
DEVELOPMENT OF A MACHINE LEARNING MODEL FOR AUTOMATIC DETECTION OF CROP DISEASES – (Case Study)Semantic proximity
Select a neighboring publication to make it the new centre.