Unsupervised Domain Adaptation Approach for Vision-Based Semantic Understanding of Bridge Inspection Scenes without Manual Annotations

Author:

Narazaki Yasutaka1ORCID,Pang Wendong2,Wang Gaoang3,Chai Wenhao4

Affiliation:

1. Assistant Professor, Zhejiang Univ./Univ. of Illinois Urbana-Champaign Institute, Haining, Zhejiang 314400, China (corresponding author). ORCID: .

2. Graduate Student, Zhejiang Univ./Univ. of Illinois Urbana-Champaign Institute, Haining, Zhejiang 314400, China.

3. Assistant Professor, Zhejiang Univ./Univ. of Illinois Urbana-Champaign Institute, Haining, Zhejiang 314400, China.

4. Graduate Student, Dept. of Electrical and Computer Engineering, Univ. of Washington, Seattle, WA 98195.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Building and Construction,Civil and Structural Engineering

Reference58 articles.

1. Machine learning paradigm for structural health monitoring

2. Bentley. n.d. “Bridge design 1 software|Bentley systems.” Accessed August 9 2023. https://www.bentley.com/software/bridge-design-1/.

3. Visual structural inspection datasets

4. Chang A. X. 2015. “ShapeNet: An information-rich 3D model repository.” Preprint submitted December 9 2015. https://arxiv.org/abs/1512.03012v1.

5. DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

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