Data generation using Pix2Pix to improve YOLO v8 performance in UAV-based Yuzu detection

Data generation using Pix2Pix to improve YOLO v8 performance in UAV-based Yuzu detection

Unmanned aerial vehicle (UAV) detection using deep learning techniques plays a crucial role in the pre-harvest estimation of yuzu (Citrus Junos) yield. However, the detection performance of deep learning models heavily depends on the quantity and quality of training data. One of the current challeng...

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Bibliographic Details
Main Authors: Zhen Zhang, Yuu Tanimoto, Makoto Iwata, Shinichi Yoshida
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Smart Agricultural Technology
Subjects:
Yuzu (citrus Junos) detection
Deep learning
Generative adversarial networks (GANs)
YOLO (You Only Look Once) v8
Unmanned aerial vehicle (UAV)
Online Access:http://www.sciencedirect.com/science/article/pii/S2772375525000115
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