Detection of Apple Trees in Orchard Using Monocular Camera

Detection of Apple Trees in Orchard Using Monocular Camera

This study proposes an object detector for apple trees as a first step in developing agricultural digital twins. An original dataset of orchard images was created and used to train Single Shot MultiBox Detector (SSD) and You Only Look Once (YOLO) models. Performance was evaluated using mean Average...

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Bibliographic Details
Main Authors: Stephanie Nix, Airi Sato, Hirokazu Madokoro, Satoshi Yamamoto, Yo Nishimura, Kazuhito Sato
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Agriculture
Subjects:
smart farming
Single Shot MultiBox Detector
You Only Look Once
convolutional neural network
digital twin
Online Access:https://www.mdpi.com/2077-0472/15/5/564
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