Application of EfficientNet and YOLOv5 Model in Submarine Pipeline Inspection and a New Decision-Making System

Submarine pipelines are the main means of transporting oil and gas produced offshore. The present work proposed a deep learning technology to identify damage caused by characteristic events and abnormal events using pipeline images collected by remotely operated vehicles (ROVs). The EfficientNet and...

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Bibliographic Details
Main Authors: Xuecheng Li, Xiaobin Li, Biao Han, Shang Wang, Kairun Chen
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/15/19/3386