Concrete Cracks Detection Using Convolutional NeuralNetwork Based on Transfer Learning
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-10-17
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Crack plays a critical role in the field of evaluating the quality of concrete structures, which affects the safety, applicability, and durability of the structure.
Due to its excellent performance in image processing, the convolutional neural network is becoming the mainstream choice to replace manual crack detection.
In this paper, we improve the EfficientNetB0 to realize the detection of concrete surface cracks using the transfer learning method.
The model is designed by neural architecture search technology.
The weights are pretrained on the ImageNet.
Supervised learning uses Adam optimizer to update network parameters.
In the testing process, crack images from different locations were used to further test the generalization capability of the model.
By comparing the detection results with the MobileNetV2, DenseNet201, and InceptionV3 models, the results show that our model greatly reduces the number of parameters while achieving high accuracy (0.9911) and has good generalization capability.
Our model is an efficient detection model, which provides a new option for crack detection in areas with limited computing resources.
American Psychological Association (APA)
Su, Chao& Wang, Wenjun. 2020. Concrete Cracks Detection Using Convolutional NeuralNetwork Based on Transfer Learning. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1197805
Modern Language Association (MLA)
Su, Chao& Wang, Wenjun. Concrete Cracks Detection Using Convolutional NeuralNetwork Based on Transfer Learning. Mathematical Problems in Engineering No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1197805
American Medical Association (AMA)
Su, Chao& Wang, Wenjun. Concrete Cracks Detection Using Convolutional NeuralNetwork Based on Transfer Learning. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1197805
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1197805