Pavement Distress Detection Based on Transfer Learning

被引:0
|
作者
Nie, Mingxin [1 ]
Wang, Kun [1 ]
机构
[1] Wuhan Univ Technol, Minist Educ, Key Lab Fiber Opt Sensing Technol & Informat Proc, Wuhan 430070, Hubei, Peoples R China
关键词
crack detection; pavement distress detection; deep learning; Faster R-CNN; transfer learning;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the rapid development of highway construction in China, more and more attention has been paid to highway maintenance. The traditional manual detection and recognition methods cannot meet the needs of highway development, so the research of detection and recognition technology based on road image has become particularly important. In recent years, deep learning has shown very high performance in target detection. Based on transfer learning, this paper reuses part of the network of pavement crack detection based on Faster R-CNN to improve the performance of pavement distress detection.
引用
收藏
页码:435 / 439
页数:5
相关论文
共 50 条
  • [1] Research on Pavement Distress Detection Method Based on Deep Learning
    Chen, Rui
    Yates, Aiden
    Cui, Huaiyu
    Yang, Xiangjun
    Shuai, Hongbo
    Ablaiti, Velijan
    2024 5TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATION, ICCEA 2024, 2024, : 1341 - 1344
  • [2] Deep learning-based intelligent detection of pavement distress
    Zheng, Lele
    Xiao, Jingjing
    Wang, Yinghui
    Wu, Wangjie
    Chen, Zhirong
    Yuan, Dongdong
    Jiang, Wei
    AUTOMATION IN CONSTRUCTION, 2024, 168
  • [3] Cross-scene pavement distress detection by a novel transfer learning framework
    Li, Yishun
    Che, Pengyu
    Liu, Chenglong
    Wu, Difei
    Du, Yuchuan
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2021, 36 (11) : 1398 - 1415
  • [4] Pavement Distress Detection Based on the Staged Deep Learning Classifier Approach
    Dipankar, Amit
    Suman, Sanjeev Kumar
    TRANSPORTATION RESEARCH RECORD, 2024,
  • [5] Asphalt Pavement Distress Detection by Transfer Learning with Multi-head Attention Technique
    Alwahhab, Ahmed Bahaaulddin A.
    Sabeeh, Vian
    Al-kharaz, Ali Abdulmunim Ibrahim
    INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, 2025, 16 (02) : 163 - 181
  • [6] Automated classification and detection of multiple pavement distress images based on deep learning
    Li, Deru
    Duan, Zhongdong
    Hu, Xiaoyang
    Zhang, Dongchang
    Zhang, Yiying
    JOURNAL OF TRAFFIC AND TRANSPORTATION ENGINEERING-ENGLISH EDITION, 2023, 10 (02) : 276 - 290
  • [7] Automated classification and detection of multiple pavement distress images based on deep learning
    Deru Li
    Zhongdong Duan
    Xiaoyang Hu
    Dongchang Zhang
    Yiying Zhang
    Journal of Traffic and Transportation Engineering(English Edition), 2023, 10 (02) : 276 - 290
  • [8] Synthesizing the performance of deep learning in vision-based pavement distress detection
    Zihan, Zia U. A.
    Smadi, Omar
    Tilberg, Miranda
    Yamany, Mohamed S.
    INNOVATIVE INFRASTRUCTURE SOLUTIONS, 2023, 8 (11)
  • [9] Synthesizing the performance of deep learning in vision-based pavement distress detection
    Zia U. A. Zihan
    Omar Smadi
    Miranda Tilberg
    Mohamed S. Yamany
    Innovative Infrastructure Solutions, 2023, 8
  • [10] Pavement Distress Detection Based on Historical Information
    Xu T.
    Jiang Z.
    Liang Y.
    Chen Z.
    Sun L.
    Tongji Daxue Xuebao/Journal of Tongji University, 2022, 50 (04): : 562 - 570