Interpretation and understanding of asphalt crack detection deep learning models using integrated gradient (I.G.) maps

Interpretation and understanding of asphalt crack detection deep learning models using integrated gradient (I.G.) maps

Asphalt cracking poses a significant deterioration challenge in road networks. Historically, government agencies employed visual inspection methods to identify asphalt cracking. However, this approach is labour-intensive and time-consuming, prompting most authorities to transition to automated crack...

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Bibliographic Details
Main Authors: Gihan P. Ruwanpathirana, Sadeep Thilakarathna, Shanaka Kristombu Baduge
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:Case Studies in Construction Materials
Subjects:
Integrated gradient maps
Convolutional neural networks
Artificial Intelligence
Deep learning
Machine learning
Asphalt pavements
Online Access:http://www.sciencedirect.com/science/article/pii/S2214509525004115
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