Advanced lightweight deep learning vision framework for efficient pavement damage identification

Advanced lightweight deep learning vision framework for efficient pavement damage identification

Abstract Pavement crack serves as a crucial indicator of road condition, directly associated with subsequent pavement deterioration. To address the demand for large-scale real-time pavement damage assessment, this study proposes a lightweight pavement damage detection model based on YOLOv5s (LPDD-YO...

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Bibliographic Details
Main Authors: Shuai Dong, Yunlong Wang, Jin Cao, Jia Ma, Yang Chen, Xin Kang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Attention mechanism
Crack detection
Deep learning
Lightweight model
Pavement damage
Online Access:https://doi.org/10.1038/s41598-025-97132-x
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https://doi.org/10.1038/s41598-025-97132-x

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