Pavement Surface Defect Detection Using Mask Region-Based Convolutional Neural Networks and Transfer Learning

Pavement Surface Defect Detection Using Mask Region-Based Convolutional Neural Networks and Transfer Learning

Pavement defect detection is critical for pavement maintenance and management. Meanwhile, the accurate and timely detection of pavement defects in complex backgrounds is a huge challenge for maintenance work. Therefore, this paper used a mask region-based convolutional neural network (Mask R-CNN) an...

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Bibliographic Details
Main Authors: Yang He, Zihan Jin, Jiqiao Zhang, Shuai Teng, Gongfa Chen, Xiaoli Sun, Fangsen Cui
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Applied Sciences
Subjects:
defect detection
Mask R-CNN
Faster R-CNN
transfer learning
defect quantification
Online Access:https://www.mdpi.com/2076-3417/12/15/7364

Internet

https://www.mdpi.com/2076-3417/12/15/7364

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