Detection and counting of root-knot nematodes using YOLO models with mosaic augmentation

Detection and counting of root-knot nematodes using YOLO models with mosaic augmentation

Root-knot nematodes (RKN) are microscopic plant parasites that cause significant economic damage to crops and vegetables. Accurate assessment of RKN populations is required for effective management of this disease. Several “You Only Look Once” (YOLO versions 2 to 7) architectures were investigated f...

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Bibliographic Details
Main Authors: Top Bahadur Pun, Arjun Neupane, Richard Koech, Kerry Walsh
Format: Article
Language:English
Published: Elsevier 2023-12-01
Series:Biosensors and Bioelectronics: X
Subjects:
Convolutional neural network
YOLO model
Mosaic augmentation
Root-knot nematode detection and counting
Microscopic image analysis
Plant-parasitic nematode detection
Online Access:http://www.sciencedirect.com/science/article/pii/S2590137023001048

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http://www.sciencedirect.com/science/article/pii/S2590137023001048

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