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Deep DIC: Deep learning-based digital image correlation for end-to-end displacement and strain measurement
Ru Yang, Yang Li, Danielle Zeng, Ping Yi Guo
Northwestern University Ford Motor Company (United States)
来源Journal of Materials Processing Technology
年份2021
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学术脉络
学科主题
计算机 / AIOptical measurement and interference techniques
Industrial Vision Systems and Defect Detection · Image Processing Techniques and Applications
参考文献 53
Adam: A Method for Stochastic Optimization
被引 83,445Diederik P. Kingma, Jimmy Lei Ba · arXiv (Cornell University) · 2014
Image Correlation for Shape, Motion and Deformation Measurements: Basic Concepts,Theory and Applications
被引 3,196Michael A. Sutton, Jean‐José Orteu, Hubert W. Schreier · HAL (Le Centre pour la Communication Scientifique Directe) · 2009
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
被引 24,085Sergey Ioffe, Christian Szegedy · arXiv (Cornell University) · 2015
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引用本文 213
Digital image and volume correlation for deformation and damage characterisation of fibre-reinforced composites: A review
被引 162John Holmes, Silvano Sommacal, Raj Kishor Das · Composite Structures · 2023
Recent Advances and Applications of Machine Learning in Experimental Solid Mechanics: A Review
被引 159Hanxun Jin, Enrui Zhang, Horacio Dante Espinosa · Applied Mechanics Reviews · 2023
Digital image correlation (DIC) based damage detection for CFRP laminates by using machine learning based image semantic segmentation
被引 147Yuansong Wang, Quantian Luo, Hui Xie · International Journal of Mechanical Sciences · 2022
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