Researching | Adaptive Descent Distance Cloth Simulation Algorithm for Pavement Pothole Extraction

Laser & Optoelectronics Progress, Volume. 62, Issue 2, 0237006(2025)

Adaptive Descent Distance Cloth Simulation Algorithm for Pavement Pothole Extraction

Rufei Liu^1、*, Weibin Xu¹, Qianying Zhao², and Zhanwen Su¹

Author Affiliations

¹College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao 266590, Shandong , China

²Qingdao Geology and Minerals Rock and Soil Engineering Co., Ltd., Qingdao 266072, Shandong , China

show less

Abstract Get PDF(in Chinese)

Figures&Tables (11)

References (15)

Paper Information

References(15)

[2] Wu C, Wang Z, Hu S et al. An automated machine-learning approach for road pothole detection using smartphone sensor data[J]. Sensors, 20, 5564(2020).

[3] Varona B, Monteserin A, Teyseyre A. A deep learning approach to automatic road surface monitoring and pothole detection[J]. Personal and Ubiquitous Computing, 24, 519-534(2020).

[4] Ye W L, Jiang W, Tong Z et al. Convolutional neural network for pothole detection in asphalt pavement[J]. Road Materials and Pavement Design, 22, 42-58(2021).

[5] Guan J C, Yang X, Ding L et al. Automated pixel-level pavement distress detection based on stereo vision and deep learning[J]. Automation in Construction, 129, 103788(2021).

[6] Fan R, Wang H L, Wang Y et al. Graph attention layer evolves semantic segmentation for road pothole detection: a benchmark and algorithms[J]. IEEE Transactions on Image Processing, 30, 8144-8154(2021).

[7] Wang D Y, Liu Z, Gu X Y et al. Automatic detection of pothole distress in asphalt pavement using improved convolutional neural networks[J]. Remote Sensing, 14, 3892(2022).

[8] Dong J X, Wang N N, Fang H Y et al. Automatic augmentation and segmentation system for three-dimensional point cloud of pavement potholes by fusion convolution and transformer[J]. Advanced Engineering Informatics, 60, 102378(2024).

[9] Chen M, Liu R F, Yang J B et al. Pavement damage identification method based on point cloud multi-source feature enhancement[J]. International Journal of Pavement Research and Technology, 15, 257-268(2022).

[10] Li Q Q, Zou Q, Zhang D J. Road pavement defect detection using high precision 3D surveying technology[J]. Geomatics and Information Science of Wuhan University, 42, 1549-1564(2017).

[11] Li Y S, Ma R G, Zhang B et al. Pavement pothole detection based on 3D laser point cloud[C], 458-466(2021).

[12] Ma X J, Yue D J, Shen Y Q et al. Pavement pothole detection method based on vehicle-borne laser point clouds[J]. Chinese Journal of Lasers, 51, 0510004(2024).

[13] Zhang W M, Qi J B, Wan P et al. An easy-to-use airborne LiDAR data filtering method based on cloth simulation[J]. Remote Sensing, 8, 501(2016).

[14] Liu R F, Yang J B, Ren H W et al. A pavement point cloud simplification method with multi-feature constraints[J]. Remote Sensing Information, 36, 1-8(2021).

[15] Li W G, Fan X, Mei Y et al. Road marking extraction method based on vehicle laser point cloud[J]. Chinese Journal of Lasers, 49, 0710001(2022).

[16] Li Y, Luo Y Z, Pu Q P et al. A method for ground filtering of laser point cloud and extraction of tunnel wall and target sphere[J]. Chinese Journal of Lasers, 50, 1310001(2023).

Tools

Get Citation

Copy Citation Text

Rufei Liu, Weibin Xu, Qianying Zhao, Zhanwen Su. Adaptive Descent Distance Cloth Simulation Algorithm for Pavement Pothole Extraction[J]. Laser & Optoelectronics Progress, 2025, 62(2): 0237006

Download Citation

EndNote(RIS)BibTex Plain Text

Set citation alerts for article

Save article for my favorites

Paper Information

Category: Digital Image Processing

Received: Apr. 12, 2024

Accepted: May. 22, 2024

Published Online: Dec. 17, 2024

The Author Email:

DOI:10.3788/LOP241089

CSTR:32186.14.LOP241089

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology