Crack Detection, Classification, and Segmentation on Road Pavement Material Using Multi-Scale Feature Aggregation and Transformer-Based Attention Mechanisms

Crack Detection, Classification, and Segmentation on Road Pavement Material Using Multi-Scale Feature Aggregation and Transformer-Based Attention Mechanisms

This paper introduces a novel approach to pavement material crack detection, classification, and segmentation using advanced deep learning techniques, including multi-scale feature aggregation and transformer-based attention mechanisms. The proposed methodology significantly enhances the model’s abi...

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Bibliographic Details
Main Authors: Arselan Ashraf, Ali Sophian, Ali Aryo Bawono
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Construction Materials
Subjects:
automated pavement maintenance
deep learning
pavement crack detection
transformer-based attention mechanisms
Online Access:https://www.mdpi.com/2673-7108/4/4/36

Internet

https://www.mdpi.com/2673-7108/4/4/36

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