Article

Vision Normalizing Flows for the probability-informed detection of banana diseases from in-field images

2026-07-21

Abstract excerpt

<h4>ABSTRACT</h4> Banana diseases impose severe production losses in tropical smallholder farming systems, yet accurate in-field visual diagnosis remains difficult: symptom expression varies across cultivars and growth stages, and several diseases produce morphologically overlapping foliar signs. We developed a probabilistic image-recognition framework for detecting five economically important banana diseases — X...

Topics

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

Identifiers and source

Literature Corpus work: f9d46cdb-465b-546c-88ed-a0390eb887b5
DOI: 10.64898/2026.07.19.739426

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Vision Normalizing Flows for the probability-informed detection of banana diseases from in-field imagesDOI 10.64898/2026.07.19.739426Read

Multi-Class Banana Leaf Disease Detection via KHO-YOLOv8Semantic proximity Read

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

GuavaVision AI: An Explainable Deep Learning Framework for Automated Classification, Lesion Localization, and Segmentation of Guava DiseasesSemantic proximity Read

Imaging based AI modeling for Point of Care diagnostics of Potato PlantSemantic proximity Read

Towards high throughput in-field detection and quantification of wheat foliar diseases with deep learningSemantic proximity Read

A Comprehensive Image Dataset of Fruit and Leaf Diseases Across Six Horticultural Crops for Deep Learning ApplicationsSemantic proximity Read

B2-GraftingNet: A Hybrid Deep-Machine Learning Framework with Explainable AI for Automated Grape Leaf Disease DetectionSemantic proximity Read

PLANXMAMBA: A hybrid CNN – MAMBA model for plant disease recognitionSemantic proximity Read

Attention U-Net for Unsupervised Anomaly Detection in Plant Disease LocalizationSemantic proximity Read

New perspectives on plant disease characterization based on deep learningSemantic proximity Read

Lightweight Visual Detection Framework for Complex Background Grape Leaf Disease IdentificationSemantic proximity Read

DEVELOPMENT OF A MACHINE LEARNING MODEL FOR AUTOMATIC DETECTION OF CROP DISEASES – (Case Study)Semantic proximity Read