FCN attention enhancing asphalt pavement crack detection through attention mechanisms and fully convolutional networks

Abstract This paper presents an innovative approach to detecting cracks in asphalt pavement using an FCN-attention model, which integrates attention mechanisms into a fully convolutional network (FCN) for enhanced pixel-level segmentation. The model employs a ResNet-50-based encoder and incorporates...

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Bibliographic Details
Main Authors: Huiyuan Zhang, Jiawei Liu, Guoping Hu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-92971-0
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