Comparative Effectiveness of Data Augmentation Using Traditional Approaches versus StyleGANs in Automated Sewer Defect Detection

Author:

Zhou Qianqian1ORCID,Situ Zuxiang2ORCID,Teng Shuai3,Chen Gongfa4

Affiliation:

1. Associated Professor, School of Civil and Transportation Engineering, Guangdong Univ. of Technology, Waihuan Xi Rd., Guangzhou 510006, China (corresponding author). ORCID: .

2. Master’s Student, School of Civil and Transportation Engineering, Guangdong Univ. of Technology, Waihuan Xi Rd., Guangzhou 510006, China. ORCID: .

3. Ph.D. Candidate, School of Civil and Transportation Engineering, Guangdong Univ. of Technology, Waihuan Xi Rd., Guangzhou 510006, China.

4. Professor, School of Civil and Transportation Engineering, Guangdong Univ. of Technology, Waihuan Xi Rd., Guangzhou 510006, China.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Management, Monitoring, Policy and Law,Water Science and Technology,Geography, Planning and Development,Civil and Structural Engineering

Reference69 articles.

1. Butler, D., and J. Davies. 2010. Urban drainage. 3rd ed. London: CRC Press.

2. Automated detection of sewer pipe defects in closed-circuit television images using deep learning techniques

3. Donahue J. Y. Jia O. Vinyals J. Hoffman N. Zhang E. Tzeng and T. Darrell. 2014. “DeCAF: A deep convolutional activation feature for generic visual recognition.” In Proc. Int. Conf. on Machine Learning 647–655. Norfolk MA: Journal of Machine Learning Research.

4. Duran O. K. Althoefer and L. D. Seneviratne. 2002. “Automated sewer pipe inspection through image processing.” In Proc. 2002 IEEE Int. Conf. on Robotics and Automation (Cat. No. 02CH37292) 2551–2556. New York: IEEE.

5. Latent space manipulation for high-resolution medical image synthesis via the StyleGAN

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