Article

Detection of Growth Stages of Chilli Plants in a Hydroponic Grower Using Machine Vision and YOLOv8 Deep Learning Algorithms

2024-04-18

Abstract excerpt

Vertical Indoor Farming (VIF) with hydroponics offers a promising perspective for sustainable food production. Intelligent control of VIF system components plays a key role in reducing operating costs and increasing crop yields. Modern machine vision (MV) systems use Deep Learning (DL) in combination with camera systems for various tasks in agriculture, such as disease and nutrient deficiency detection, and flower...

Topics

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

Identifiers and source

Literature Corpus work: 2dc546b1-9065-5851-8dbe-6e602bfd623b
DOI: 10.20944/preprints202404.1243.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Detection of Growth Stages of Chilli Plants in a Hydroponic Grower Using Machine Vision and YOLOv8 Deep Learning AlgorithmsDOI 10.20944/preprints202404.1243.v1Read

Early Multi-Class Disease Detection in Chili Plant Leaves Using Convolutional Neural Networks: A Comparative StudySemantic proximity Read

Deep Learning in Precision Phytopathology: A Comprehensive Survey of CNN Architectures for Disease Detection and Severity QuantificationSemantic proximity Read

A Novel Multi Class Real World Fruit and Leaf Disease Image Dataset for Crop Health AnalysisSemantic proximity Read

An Improved YOLOv5 for Accurate Detection and Localization of Tomato and Pepper Leaf DiseasesSemantic proximity Read

Robust node detection and tracking in fruit-vegetable crops using deep learning and multi-view imagingSemantic proximity Read

Towards Intelligent Disease Phenotyping in Peach: A Deep Feature Extraction Framework for Leaf Disease Detection Under Real Field ConditionsSemantic proximity Read

Deep Learning Approaches for Crop Health Monitoring and Early Disease Detection: A ReviewSemantic proximity Read

Deep Learning-Driven Plant Disease Detection and Custom Fertilizer FormulationSemantic proximity Read

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

Embedded Plant Disease Recognition using Deep PlantNet on FPGA-SoCSemantic proximity Read

Early diagnosis of Sugarcane leaf diseases through CNN and Vision Transformer hybrid modelSemantic proximity Read

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