Steel Surface Defect Detection Using a New Haar–Weibull-Variance Model in Unsupervised Manner

Liu, Kun, Wang, Heying, Chen, Haiyong, Qu, Erqing, Tian, Ying, Sun, Hexu·2017·IEEE Transactions on Instrumentation and Measurement
DOI 10.1109/tim.2017.2712838

Cited by (161)

Items 101–161 of 161

  1. TSDNet: A New Multiscale Texture Surface Defect Detection Model
    Min Dong, Dezhen Li, Kaixiang Li, Junpeng Xu · 2023 · Applied Sciences
  2. Weld seam defect detection based on deformable convolutional neural networks
    Yan Chen, TANG Hongyan, Zhou Chaoyang, XIONG Gang, TANG Honglin · 2024 · IEICE Electronics Express
  3. Optimal surface defect detector design based on deep learning for 3D geometry
    Sangmin Suh · 2025 · Scientific Reports
  4. A Tiny Defect Detection System for Tire Mold Surfaces Based on Consecutive Frames
    Yu-Hung Lin, Shanq-Jang Ruan · 2023 · IEEE Transactions on Instrumentation and Measurement
  5. Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees
    Cheng Shen, Yuewei Liu · 2025 · Mathematics
  6. ASD-YOLO: a lightweight multi-module collaboratively optimized model for steel surface defect detection
    Weibin Fang, Yong Qing Yang, Wang Zhang, Teng Wang, Jinzeng Feng, Guanfeng Liu · 2025 · Measurement Science and Technology
  7. A Novel Method Based on Deep Learning and Image Processing Techniques for Wearing Inspection on the Pantograph Surface
    Canan Taştimur, Gülşah Karaduman, Erhan Akın · 2021 · Innovations in Intelligent Systems and Applications Conference (ASYU)
  8. Using Computer Vision to Recognize Defects on the Surface of Hot-rolled Steel
    Alexander G. Vozmilov, Урманов Виль Губаевич, Лисов Андрей Анатольевич · 2022 · International Ural Conference on Electrical Power Engineering (UralCon)
  9. Defect detection of glassivation passivation parts wafer surface with random texture and different brightness
    Chao Meng, Fei Hao, Panyu Li, Jinfei Shi · 2023 · Measurement Science and Technology
  10. A Modified Adaptive Thresholding Method using Cuckoo Search Algorithm for Detecting Surface Defects
    Yasir Aslam, N. Santhi, Ramasamy N, K. Ramar · 2019 · International Journal of Advanced Computer Science and Applications
  11. A Review and Benchmark on State-of-The-Art Steel Defects Detection
    Anthony Ashwin Peter Chazhoor, Edmond S. L. Ho, Wai Lok Woo, Bin Gao · 2022 · SSRN Electronic Journal
  12. Analysis of Surface Interlaminar Fault Detection Method for Radial Magnetic Bearing Rotor Cores
    Jingxiong He, Zhenzhong Su, Qinghu Zhang, Jinghua Hu, Hao Jiang, Qingdong Jiang, Dong Wang · 2024 · IEEE Transactions on Energy Conversion
  13. HDFA-YOLO: A real-time steel surface defect detection model based on backbone lightweight design and multi-scale feature fusion
    Jie Li, Xuan He, Xiao Chen, Dehao Kong, Taihong Huang, Peng Yun Song · 2025 · Measurement
  14. An effective method for small objects detection based on MDFFAM and LKSPP
    Zhoutian Xu, Yadong Xu, Manyi Wang · 2024 · Scientific Reports
  15. FFDDNet: Flexible Focused Defect Detection Network
    Zeyu Lin, Ziyang Li, Jiong Yu, Mengzi Hu, X Wang · 2025 · IEEE Transactions on Instrumentation and Measurement
  16. Detection and localization system for surface defects of automotive forgings based on machine vision
    Qi Xing Gao, Qiang Wu, Mengwu Wu, Xunpeng Qin, Lin Hua · 2025 · Journal of Intelligent Manufacturing
  17. Anomaly Detection in the Production Process of Stamping Progressive Dies Using the Shape- and Size-Adaptive Descriptors
    Liang Ma, Fanwu Meng · 2023 · Sensors
  18. Automatic Damage-Detecting System for Port Container Gate Based on AI
    Chunming Tang, Peng Chen, Yan Li · 2020 · International Conference on Computing and Pattern Recognition (ICCPR)
  19. A stable and effective calibration method for defocused cameras using synthetic speckle patterns
    Jun Wu, Meimiao Zhang, Haoshuang Wang, Tengfei Shan, Xiaoyu Zhang, Runxia Guo · 2023 · Measurement Science and Technology
  20. Hot rolled steel surface defect detection and classification using an automatic ensemble approach
    Vinod Vasan, Naveen Venkatesh Sridharan, Vaithiyanathan Sugumaran, Rebecca Jeyavadhanam Balasundaram · 2024 · Engineering Research Express
  21. Latent Space Segmentation Model for Visual Surface Defect Inspection
    Mingxu Li, Bo Peng, Donghai Zhai · 2024 · IEEE Transactions on Instrumentation and Measurement
  22. An on-line global–local defect detection framework for wide cold-rolled strip steel
    Pan Jiang, Zhenying Xu, Wei Fan, Jin Zhang · 2025 · Engineering Applications of Artificial Intelligence
  23. Gerçek Zamanlı Kusur Tespiti: LPG Tüplerinin Yüzeylerinde Kirlilikleri Tanımlama için Görüntü İşleme ve Makine Öğrenimi Teknikleri ile Yenilikçi Bir Yaklaşım
    Hikmetcan Özcan, Tuğrul Hakan Gençtürk, Gülay Genç, Taha Yildirim, Fatih Durmuş, Atakan Gürleyen · 2024 · Afyon Kocatepe University Journal of Sciences and Engineering
  24. Slim-YOLOv8: A fast and accurate algorithm for surface defect detection of steel strips
    Jia Zhao, Song Liu, Han Tao, Wanming Liu · 2024 · Ironmaking & Steelmaking Processes Products and Applications
  25. Scale Adaptive Attention Network for Accurate Defect Detection From Metal Parts
    Zijiao Sun, Xiaohong Wang, Fang Lin Luo, Zhiliang Zhang, Yanghui Li · 2024 · IEEE Access
  26. Advancing Robust Few-shot Surface Defect Detection through Meta-learning
    Wenny Ramadha Putri, Yung‐Hui Li, Jia‐Ching Wang · 2024 · International Conference on Integrated Circuits, Design, and Verification (ICDV)
  27. REDAD: A Reliable Distillation for Image Anomaly Detection
    Wenrui Hu, Wei Yu, Yongqiang Tang, Yuan Xie, Wensheng Zhang · 2025 · IEEE Transactions on Instrumentation and Measurement
  28. Automated Surface Defect Inspection Based on Autoencoders and Fully Convolutional Neural Networks
    Cheng-Wei Lei, Li Zhang, Tsung‐Ming Tai, Chen-Chieh Tsai, Wen‐Jyi Hwang, Yun-Jie Jhang · 2021 · Applied Sciences
  29. PartsNet: A Unified Deep Network for Automotive Engine Precision Parts Defect Detection
    Zhenshen Qu, Jianxiong Shen, Ruikun Li, Junyu Liu, Qiuyu Guan · 2018 · arXiv (Cornell University)
  30. Using optical flow algorithm based on dynamic illumination mode to examine defects on highly reflective turbine blade surface
    Xuan Shang, Wenyan Song, Zhen Chen, Congxuan Zhang · 2022 · IET Image Processing
  31. EDS-YOLO: an enhanced steel surface defect detection method based on improved YOLO11
    Zhengshun Fei, Libin Liu, Ruiqing Zhao, Chuang Yang, Yang Li, Xinjian Xiang · 2026 · Measurement Science and Technology
  32. Steel Defect Detection Using a ResNet-Inspired Model and Fourier Transforms
    Philip Anand, Rohit Madhavan, Vishwath Ramachandran, Manas Ranjan Prusty · 2024 · International Conference on Advances in Electrical, Computing, Communication and Sustainable Technologies (ICAECT)
  33. Application of Machine Vision in the Inspection System of Steel Plate Surface Defects
    Li Xing, Jiaqing Li · 2020 · Journal of Physics Conference Series
  34. A metal surface defect detection method based on improved YOLOv3
    Kai Wu, Yuhong Wang · 2023 · Chinese Control and Decision Conference (CCDC)
  35. A Generic Adaptive Fractal Filtering Algorithm for Identifying Work Piece Defects on Multiple Surfaces
    Liang Gong, Chen-Hui Lin, Zhuang Mo, Xiaoye Shen, Ke Lin, Xiangpeng Liu, Chengliang Liu · 2018 · Preprints.org
  36. Automatic Detection of Cast Billet Dendrite Based on Improved Hough Transform
    Yuhan Wang, Qing He, Zhi Peng Xie · 2024 · Crystals
  37. Research on Defect Recognition Method of Glass Screen Based on Machine Vision
    Feng Ruan, Jinli Dai, Dianchun Bai, Delong Li, Shipeng Li, Zhongpeng Lin, Zhuo Liu, Ruiji Li · 2023 · International Conference on Electronic Information Engineering and Computer Communication (EIECC)
  38. A reparameterized hierarchical feature learning network designed for accurate sizing and localization of steel surface defects
    Ronggang Ge, Yue Wang, Yonggeng Wei · 2026 · Engineering Applications of Artificial Intelligence
  39. Defect Detection in Multiple Product Variants Using Hammering Test with Machine Learning
    Yosuke Yamashita, Kazunori Yoshida, Yusuke Kishita, Yasushi Umeda · 2022 · International Journal of Automation Technology
  40. Knowledge Distillation-Based Multi-Scale Feature Matching for Industrial Anomaly Detection in Intelligent Manufacturing
    Weile Zhang, Cheng Xie, Luyao Xu · 2024 · IEEE International Conference on e-Business Engineering (ICEBE)
  41. Federated learning-based defect localization on metal surfaces using ensembled pretrained deep neural networks with feature fusion
    Isha Kansal, Renu Popli, Divya Khanna, Vikas Sharma, Ashutosh Sharma, Rajeev Kumar, Vikas Khullar · 2025 · Physica Scripta
  42. Visual inspection using deep learning techniques for industrial manufacturing processes with class imbalance and limited labeled data
    Nicolás Barrero Lizarazo · 2021
  43. Steel Surface Defect Classification Based on Legendre Multiwavelet Transform and SVM
    xiaoyang zheng, Weishuo Liu, Yan Huang · 2023 · SSRN Electronic Journal
  44. An Improved Gray Compensation Method for Surface Defect Detection of Tapered Roller
    Jingui Chen, Hao Chen, Ben Zhang · 2017 · International Conference on Computer Technology, Electronics and Communication (ICCTEC)
  45. Defect detection of magnetic sheets based on convolutional neural network stacked by perception modules
    Minghai Yao, Jiamin Liu, Yingqi Shen · 2020 · Journal of Electronic Imaging
  46. Research on Defect Classification and Detection Technology of Image Processing Collected by Computer
    Xiaojing Luo, Guangxing Cai · 2021 · Journal of Physics Conference Series
  47. AI Intelligent Detection Technology of Metal Hose for Rocket Engine
    Chong Kun Chen · 2023 · Journal of Physics Conference Series
  48. A Comparative Analysis of Two Deep Learning Neural Networks for Defect Detection in Steel Structures Using UAS
    Rajrup Mitra, Amrita Das, Jack Heichel, Sattar Dorafshan, Naima Kaabouch · 2023 · IEEE International Conference on Electro Information Technology
  49. Steel Surface Defect Classification Based on Legendre Multiwavelet Transform and SVM
    xiaoyang zheng, Weishuo Liu, Yan Huang · 2023 · SSRN Electronic Journal
  50. Automation Inspection in Metal Fabrication: Enhancing Sheet Metal Forming Processes with Automation, Machine Vision and Image Correlation for Quality Assurance
    S. Pratheesh Kumar, N. V. Balasubramanian · 2024 · Journal of Advanced Manufacturing Systems
  51. Research on the influence of abrasive particle size and lapping parameters on the surface scratches of stainless steel substrates
    Shaoxiong Xie, Congfu Fang, Yanfen Lin · 2025 · Surface Topography Metrology and Properties
  52. Tdef-Yolo: A Powerful Surface Defect Detector
    Jian Li, Huawei Li, Yixiong Feng, Songrong Qian, XiangKun Hu · 2025 · SSRN Electronic Journal
  53. A High-Quality Sample Generation Method via Cross-Scale Diffusion for Steel Defect Detection
    Ziyang Zhu, Feng Wang · 2025 · International Joint Conference on Neural Networks (IJCNN)
  54. Reinforcement Learning-Enabled Angle-Adaptive Defect Image Acquisition on Non-Standard Workpieces
    Wang Bi, Zhiwei Liu, Yang Chen, Xuelian Li · 2025 · SSRN Electronic Journal
  55. An optimized machine learning model for surface defect detection of heat sink based on hiking optimization algorithm
    Mohamed A. El-dosuky, Sara A. Shehab, Aboul Ella Hassanien · 2025 · Signal Image and Video Processing
  56. Enhancing resilience through bilinear attention pooled region proposal network for metal sheet grid defect classification
    M. Shyamala Devi, Priya Saravanan, Yuvaraj Natarajan, K. R. Sri Preethaa · 2025 · Array
  57. Lightweight WSSG-YOLO for efficient and accurate steel surface defect detection
    Yuchen Peng, S T He, Ziyang Li, Jin Liu, Yurong Qian, Bo Liu · 2026 · Multimedia Systems
  58. Hierarchical vision Mamba with adaptive multi-scale fusion for steel surface defect classification
    Xinyi Yu, Haotian Sun, Jinmin Peng, Xianping Zeng, Yuanfu He, Liangshen Chen, Bingsan Chen · 2026 · Journal of King Saud University - Computer and Information Sciences
  59. A novel semi-supervised strip steel surface defect classification model based on CycleGAN and ResNet-50
    Liqiang Zhang, Cao Weilin, Youming Li · 2026 · Scientific Reports
  60. MSF-YOLO: Steel Surface Defect Detection with Multi-scale Spectral and Spatial Bidirectional Feature Fusion
    Weixing Huang, Ying Ma, Bo Wang, Fengyu Yang, Wenting He, Ying Chen · 2026 · Lecture notes in computer science
  61. A Review of Steel Surface Defect Detection for Industrial Applications: Evaluation Frameworks, Data Challenges, and Model Mechanisms
    Dan Wang, Shengsheng Xie, Yuanxiao Li, Lisha Zhu, Yun Lin, Cong Yuan · 2026 · Technologies