Ship Detection Algorithm Based on YOLOv5 Network Improved with Lightweight Convolution and Attention Mechanism

Ship Detection Algorithm Based on YOLOv5 Network Improved with Lightweight Convolution and Attention Mechanism

Aiming at the problem of insufficient feature extraction, low precision, and recall in sea surface ship detection, a YOLOv5 algorithm based on lightweight convolution and attention mechanism is proposed. We combine the receptive field enhancement module (REF) with the spatial pyramid rapid pooling m...

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Bibliographic Details
Main Authors: Langyu Wang, Yan Zhang, Yahong Lin, Shuai Yan, Yuanyuan Xu, Bo Sun
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Algorithms
Subjects:
ship detection
YOLOv5
attention mechanism
lightweight convolution
Online Access:https://www.mdpi.com/1999-4893/16/12/534

Internet

https://www.mdpi.com/1999-4893/16/12/534

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