Fusion of multi-scale attention for aerial images small-target detection model based on PARE-YOLO

Fusion of multi-scale attention for aerial images small-target detection model based on PARE-YOLO

Abstract In view of the complex environments and varying object scales in drone-captured imagery, a novel PARE-YOLO algorithm based on YOLOv8 for small object detection is proposed. This model enhances feature extraction and fusion across multiple scales through a restructured neck network. Addition...

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Bibliographic Details
Main Authors: Huiying Zhang, Pan Xiao, Feifan Yao, Qinghua Zhang, Yifei Gong
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Subjects:
Lightweight detection head
Aerial small object detection
YOLO
EMA-GIoU
Online Access:https://doi.org/10.1038/s41598-025-88857-w
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