Visual-Based Defect Detection and Classification Approaches for Industrial Applications—A SURVEY

Cited by (452)

Items 301–400 of 452

1. Enhancing Quality Control in Industry 4.0: Advanced Image Processing for Automated Defect Detection
   Makund Arora · 2023 · International Conference on Cyber Physical Systems, Power Electronics and Electric Vehicles (ICPEEV)
2. Vision based deformation inspection system for automotive glass using Hough circle detectors
   Hong-Dar Lin, Yuan-Chin Lo, Chou-Hsien Lin · 2023 · Journal of Applied Research and Technology
3. Wafer defect detection based on adaptive multi-scale optical flow detection
   Jiaxin Dou, Kai Wang, Wenshao Cheng · 2024 · Advanced Fiber Laser Conference (AFL)
4. Industry 4.0 in the Textile Sector
   Kanchan Awasthi, Krunal Padwekar, Subhas Chandra Misra · 2024 · Advances in logistics, operations, and management science book series
5. Detection Method of Steel Surface Defects Based on Semi-Supervised Frame
   Ma Lei, Weimin Qi, Ying Chen, Huang Xinyi, Peng Hujian, Han Xinru · 2024 · IEEE International Conference on Software Engineering and Artificial Intelligence (SEAI)
6. Visual Saliency Approaches for Defect Detection in Industrial Processes: A Short Review
   Marco Porta · 2024 · IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
7. Visual Defect Identification and Prediction of Remaining Useful Lifefor Automobile Components
   Anuj Kumar, Deepa Gupta, Rimjhim Padam Singh · 2024 · International Conference on Computing, Communication and Networking Technologies (ICCCNT)
8. The Object-Centric Anomaly Detection for Aero-engine Blade
   Xinwei Lv, Haiyong Chen, Xuan Qi, Yining Wang, Dongying Li, X. M. Zhang, Haode Zhang · 2024 · International Conference on Frontiers of Intelligent Manufacturing and Automation
9. 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
10. Video Processing-Based Real-Time Automobile Parts Defect Detection and Classification Using Deep Neural Network: A Comprehensive Survey
    Mangesh Hajare, Jyoti Rao, Pramod Patil · 2025 · Algorithms for intelligent systems
11. Deep Learning based Screen Display Fault Detection System for Vehicle Infotainment Applications
    Biancaa Ramesh, J. Dheeba, R. Raja Singh · 2025 · International Research Conference on Smart Computing and Systems Engineering (SCSE)
12. Machine Vision for Aesthetic Quality Control of Reflective Surfaces
    Anne Juhler Hansen, Mark Philip Philipsen, Hendrik Ole Knoche, Thomas Baltzer Moeslund · 2021 · Advances in intelligent systems and computing
13. Automated Socket Anomaly Detection through Deep Learning
    Nidhi Agrawal, Minjian Yang, Constantinos Xanthopoulos, Vijayakumar Thangamariappan, Joe Xiao, Chee-Wah Ho, Keith B. Schaub, Ira Leventhal · 2020 · IEEE International Test Conference (ITC)
14. Automated Method Recognizing Defects in Wood
    A. Gribanov, Haider A. Abbas Mohammed · 2021 · International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM)
15. A Semi-supervised Defect Detection Method Based on Image Inpainting
    Huibin Cao, Yongxuan Lai, Quan Chen, Fan Yang · 2021 · Lecture notes in computer science
16. Exploring the Roles of Agents and Multi-Agent in Image Feature Extraction
    Shihab Hamad Khaleefah, Salama A. Mostafa, Aida Mustapha, Rozanawati Daraman, Mohammad Faidzul Nasrudin, Shahrinaz Ismail · 2021 · International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR)
17. Implementación de una metodología de priorización en una plataforma tecnológica para la mejora del proceso de inspecciones visuales
    Sebastian Macias Gallego, Jakelin Correa-Palacio, Cindy Yánez-Ayala, Víctor Cataño-Calderón, Fernando Jesús Guevara Carazas · 2022 · Congreso Iberoamericano de Ingeniería Mecánica (CIBIM)
18. Defect Detection Algorithm of Periodic Texture by Multi-metric-Multi-module Image Voting Method
    Lingyun Zhu, Chenyu Wang, Yueying Zhao · 2022 · China Automation Congress (CAC)
19. Defect Enhancement of Image Sensor Based on Multichannel Decomposition and Log-Intensity Entropy
    Hongwei Yue, Xiaorong Li, Tianlei Wang, Hui Zhang, Huazhou Chen, Qinyong Lin, Ken Cai · 2023 · IEEE Transactions on Consumer Electronics
20. Small target particleboard defect detection algorithm based on improved YOLO
    Jinghui Cheng, Xianzhong Chen, Qingwen Hou, Jie Zhang, Tianyu Liu · 2023 · Chinese Control Conference (CCC)
21. A Multi-Party Collaborative Privacy-Preserving Method for Power Defect Detection
    Zepan Li, Caixia Lu, Zhitao Tang, Ye Du, Yuanyuan Zhao, Tian Gao, Xingda Sun · 2023 · International Conference on Data Science and Network Security (ICDSNS)
22. Fault Status Monitoring of Power Metering and Detection Equipment Based on BiLSTM
    Zhicong Yao, Binghui Zhao, Ke Zhang, Wei Pan · 2023 · Journal of Physics Conference Series
23. Optimisation of automatic optical inspection on THT-PCB based on image segmentation and GLCM
    E. P. Aribowo, Albertus Joko Santoso, A. Nugroho, Paulus Wisnu Anggoro · 2024 · Advances in Materials and Processing Technologies
24. Inception meets Swin Transformer: A Novel Approach for Metal Defect Recognition
    Donglin Tang, Yunliang Zhao · 2024 · Academic Journal of Science and Technology
25. Automated Product Defect Detection Using Image Processing Techniques for Effective Sorting and Quality Assurance : A Survey
    K S Kavitha, Mamatha C G · 2024 · International Journal of Innovative Science and Research Technology (IJISRT)
26. Surface Defect Detection Algorithm for Sagger Based on Improved YOLOv5s
    Tao Song, Yu Zhang, Ting Chen, Jiale Chen · 2024 · International Conference on Computer Information and Big Data Applications (CIBDA)
27. Automatic detection and classification of defects in boiler pressure vessels based on simulated annealing algorithm
    Min Wang · 2024 · Journal of Physics Conference Series
28. ALGORITHM FOR AUTOMATIC DETECTION OF DEFECTS IN WELDED JOINTS IN A VIDEO SEQUENCE BASED ON COMPARISON OF BRIGHTNESS HISTOGRAMS
    Восточно-Казахстанский технический университет им. Д. Серикбаева, М. Емельянова · 2023 · Bulletin of D Serikbayev EKTU
29. Research on Visualization Method of Edge Banding Appear-ance Quality Based on YOLOv7
    guozhen LU, Xianqing Xiong, Danting Lu · 2023 · Research Square
30. Ensemble Based Automotive Paint Surface Defect Detection Augmented By Order Statistics Filtering Using Machine Learning
    Adnan Shahid Khan, Muhammad Hasan Mehdi, Riaz Uddin, Abdul Rehman Abbasi, BSChowdhry, Kashif Nisar · 2023
31. IoT-Driven Electronics Framework for Tabletop CNC Machines: Design, Implementation, and Performance Analysis
    SEERAM SRINIVASA RAO, S. N. Padhi, Bharadwaja K · 2026 · Research Square
32. Detection of Material Defects Using Graph-Based Manifold Ranking and Heterogeneous Image Features
    Alexei Zakharov, Alexandr Bulaev, Жизняков Аркадий Львович · 2020 · International Russian Automation Conference (RusAutoCon)
33. Defect Detection Based on Fusion of Phase Congruency and Shear Wavelet
    Rihong Li, Yongfei Chen, Weipeng Yang, Feng Lin, Hongxia Gao, Guoheng Liang · 2020 · International Symposium on Autonomous Systems (ISAS)
34. Design and implementation of shape-based feature extraction engine for vision systems using Zynq SoC
    Navya Mohan, James Kurian · 2022 · International journal of electrical and computer engineering systems
35. Sistema de inspección de defectos en baldosas cerámicas implementado en FPGA
    Tomás Ariel Medina, Martín Vázquez, Lucas Leiva · 2022 · Elektron
36. A combined Neural Network/3D image analysis approach to defect detection in EBM ALM imaging
    Francesco Martone, Paolo Leoncini, Giorgio Fusco, Cinzia Toscano · 2022 · IEEE International Workshop on Metrology for AeroSpace (MetroAeroSpace)
37. A Novel Detection Method for Three Date Marks of Industrial Product based on Machine Vision
    Qiying Ren, Zhipeng Wang · 2022 · IEEE International Conference on Power, Intelligent Computing and Systems (ICPICS)
38. Approaches to the Task of Searching for Anomalies on the Conveyor Line Using Neural Networks
    Nikolay Abramov, Georgiy Zagorodny, Tatiana Kareva, Nadezhda L. Kornilova, Aleksandr Stakhiev, Alina Cherkas · 2022 · Lecture notes in networks and systems
39. Quality Analysis of high-density polyethylene based on Intelligent Vision Detection
    Jianchun Jiang, Xuhui Zhan, Yangyang Liu, Chong Tang, Jianan Wang, Jian–wei Liu · 2022 · International Conference on Industrial Artificial Intelligence (IAI)
40. Deep Learning-Based Quality Assurance of Silicon Detectors in Compact Muon Solenoid Experiment
    Richard Joseph, Shashi R. Dugad, Ajay Singh Khalsa, Swarangi Dali, Vaishnavi Ainapure · 2023 · Advances in intelligent systems and computing
41. AUTOMATIC DETECTION OF SURFACE DEFECTS OF CERAMIC TILES
    M. Kh. Kadhim, Л.А. Русинов · 2022 · Kontrol Diagnostika
42. Approaches to the Task of Searching for Anomalies in Textile Texture Using Neural Networks
    Nikolay Abramov, Georgiy Zagorodny, Tatiana Kareva, Nadezhda L. Kornilova, Aleksandr Stakhiev, Alina Cherkas · 2023 · Lecture notes in networks and systems
43. Wood Images Classification Based on Various Types of K-NN Classifier
    Madhuri R. Kagale, Parshuram M. Kamble · 2023 · Cognitive science and technology
44. An AOI-Based Surface Painting Equipment
    Wei-Chun Hsu, Chao‐Tung Yang, Hsing‐Chung Chen, Kai-Ming Uang, Yanting Chen, Jheng-Shun Chen · 2023 · Lecture notes on data engineering and communications technologies
45. Neural network as approach for detection of non-compliant semi-finished Additive Manufactured parts
    Mariangela Quarto, Gianluca Danilo D’Urso, Mariangela Quarto · 2023 · International Journal of Mechatronics and Manufacturing Systems
46. Cross Sensor Platform for Transformer Monitoring Applications
    Ferdinand Fuhrmann, Jakub Waikat, Fredi Belavić, Konrad Diwold, Jakob Gaugl, Franz Graf · 2023 · IEEE PowerTech Conference
47. Revisión de la literatura sobre el uso del aprendizaje profundo enfocado en sistemas de inspección ópticos automatizados para la detección de defectos superficiales en el sector de la manufactura
    Jonathan Sanchez-Romero, Joe Llerena-Izquierdo · 2023 · Revista InGenio
48. GH-QFL: Enhancing Industrial Defect Detection Through Hard Example Mining
    Xianjing Xiao, Yan Du, Rui Yang, Runze Hu, Xiu Li · 2023 · Lecture notes in computer science
49. Terminals and Connector Inspection Innovation using Machine Vision
    Hendi Herlambang, Humiras Hardi Purba Semnasti, Kosasih Semnasti · 2023 · WALUYO JATMIKO PROCEEDING
50. Paper defect detection based on improved canny edge detection algorithm and multi-feature fusion method
    Zaiyang Wang, Qian He, Xikun Liu, Guojie Ren, Chengdan Tan · 2023 · Research Square
51. Applications of Artificial Intelligence and Machine Learning in Contemporary Quality Engineering
    Aneesh Pradeep · 2023 · International Conference on Computing Communication Control and automation
52. A Survey: Industrial Anomaly Detection based on Data Mining
    Jingrui Li · 2024 · Science and Technology of Engineering Chemistry and Environmental Protection
53. Faster Region Convolutional Neural Network with Attentional Feature Fusion for Small Defect Detection
    Chia-Yu Hsu, Yiwei Lu, Yen-Lin Jiang · 2024 · SSRN Electronic Journal
54. Based on FPGA and CNN gas pedal for picodetopt defect detection algorithm research
    Zihao Cai · 2024 · IEEE International Conference on Power, Electronics and Computer Applications (ICPECA)
55. Iac: Iou-Aware Clustering for Anchor Configuration Determination in Efficient Defect Detection
    Yuhao Zhao, Hu Su, Chengxi Zhong, Wei Zou, Yuxin Guo, Song Liu · 2024 · SSRN Electronic Journal
56. Real-Time Deep Learning-Based Automatic Pill Classification
    Thi Thoa Mac, Minh-Huy Nguyen · 2024 · Lecture notes in mechanical engineering
57. A lightweight car damage detection algorithm
    Qishan Pei, Xinkuang Wang, Zhongcheng Wu · 2024 · International Conference on Algorithms, Microchips, and Network Applications (AMNA)
58. Application of Machine Vision Technology in Defect Detection of High Performance Phase Noise Measurement Chips
    Jianxun Deng, Chunxia Hu · 2024 · Applied Mathematics and Nonlinear Sciences
59. Monitoring defects on products' surface by incorporating scan statistics into process monitoring procedures
    Sotiris Bersimis, Athanasios Sachlas, Polychronis Εconomou · 2024 · Quality and Reliability Engineering International
60. Anomaly Detection Method for Hybrid Workpieces Using Dynamic Time Warping
    Berend Denkena, Benjamin Bergmann, Heinrich Klemme, Miriam Handrup · 2024 · Advanced Engineering Materials
61. Textile Defect Classification Using Deep Convolutional Neural Networks (DCNN)
    Sri Sashank Potluru, Tarun Karnati, Ramesh Mande, Gudavalli Hruthi Sri, Sai Manikanta Miriyala · 2024 · Lecture notes in mechanical engineering
62. Design Based on Industrial Material Inspection and Defect Analysis System
    Sijie Zhang · 2024 · International Conference on Big Data & Artificial Intelligence & Software Engineering (ICBASE)
63. A Surface Defect Detection Method Based on Domain Correlation
    Jiyan Dai, Minghua Chen, Shuaijie Wu, Sheng Xiang, Xianbao Wang · 2024 · Communications in computer and information science
64. Realistic Three-Dimensional Defect Simulation for Deep Learning-Based Industrial Inspection Systems
    Rafael C. González de Los Reyes, Sara Roos Hoefgeest Toribio, Mario Roos-Hoefgeest, Daniel Fernando Garcia, Ignacio Álvarez García · 2025 · SSRN Electronic Journal
65. Computer-Vision-Based Non-Contact Paste Concentration Measurement*
    Tailin Liang, Zhaolin Yuan · 2024 · International Conference on Automation in Manufacturing, Transportation and Logistics (ICaMaL)
66. Integrating sensors and Machine Learning: A smart monitoring system prototype for quality assurance in additive manufacturing for the aerospace industry
    Leonardo Agnusdei, Antonio Ficarella, Antonio Del Prete · 2025 · Research Square
67. Implementation of Artificial Vision Systems for The Manufacture of Polypropylene Sacks in the Company of Packaging
    Jaime Alberto Echeverri-Arias · 2025 · Journal of Information Systems Engineering & Management
68. Real time Application of Image Recognition Technology in Defect Detection of Mechanical Products
    Fei Wang, Jing Hu, Sulan Zhang · 2025 · ZKG International
69. FAD-Net: Automated Framework for Steel Surface Defect Detection in Urban Infrastructure Health Monitoring
    Nian Wang, Yue Chen, Weiang Li, Liyang Zhang, Jinghong Tian · 2025 · Big Data and Cognitive Computing
70. False Positive Reduction of Automated Optical Inspection by Re-Classification: application to Surface Mount Technology
    Ana Marinho, Luís Araújo, Stéphane Clain, N. F. Castro, Luís Machado, Gaspar Machado, José Ribeiro, Isabel Delgado · 2025
71. DefGAN-Im: Adversarial Industrial Defect Synthesis with Conditional Feature Disentanglement on Imbalanced Datasets
    Xiaofei Nan, Yiming Zhu, Jinyu Fan, Wenyang Li, Yuzhuo Wang, Xiaoheng Jiang · 2025 · Lecture notes in computer science
72. Multi-model high-precision 3D measurement method dominated by weighted dimensionality reduction
    Xiaohui Chen, Guang Yang, Shenghuai Wang, Xiaowen Luo, Xiaotong Wu, Zhang Aiqiang, Xiangyun Jing, Ke Xinyu · 2025 · Optics & Laser Technology
73. Circular Distributed Cumulative Histograms and Machine Learning for the Detection of Defects in PCB Images
    Roman A. Melnyk, Bohdanna Muzyka · 2025 · WSEAS Transactions on Signal Processing archive
74. Defect Detection in Patterned Wafers Using Dynamic Local Adaptive Sensitivity Adjustment
    Xiongfei Cai, Yi Chen, Zhengrong Yao, Yu Wang · 2025 · IEEE Transactions on Instrumentation and Measurement
75. Intelligent Defect Detection for Manufacturing: The Kitchen Cabinets Industrial Case
    Sadhana Lakshminarayanan, Romina Spalazzese · 2025 · Lecture notes in computer science
76. 215Machine learning models for predicting anomaly in scanned images
    Finney Daniel Shadrach, S. P. Cowsigan, L. Ganesh Babu, K Kalpana · 2025 · De Gruyter eBooks
77. Reinforcement Learning-Driven Real-Time Garment Defect Detection with Adaptive Visual Attention Mechanisms Learning
    Abdullah Al Bassam, Abdus Sobhan, Md Tanvir Islam Sourav, Nasrullah Masud · 2025 · IEEE International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN)
78. Deep Learning-Based Automated Defect Detection in Images
    Bowen Yan · 2025 · International Conference on Data Science and Network Security (ICDSNS)
79. Defect Detection and Classification on Robot-Painted Pattern Surfaces Using Machine Learning Techniques
    Nakul Limbani, Shiv Rastogi, G Premalatha, S. Prabhu, G. Vadivu · 2025 · IFIP advances in information and communication technology
80. SCES: Surface condition evaluation system for electrical and electronic equipment reuse grading by combining defect detection and segmentation—A case study of laptops
    Yifan Wu, Chuangchuang Zhou, Wouter Sterkens, Toon Goedemé, Wim Dewulf, Jef R. Peeters · 2025 · Resources Conservation and Recycling
81. Integrating Model and Signal Based Methods for Efficient Fault Diagnosis
    Tai-hoon Kim · 2025 · Journal of Computer and Communication Networks
82. MSENet: Multi-Scale Enhancement Network for Surface Tiny Defect Detection in Laptop Casings
    Taixiong Zheng, Xin Huang · 2025 · SSRN Electronic Journal
83. Implementing Automated Inspection Systems in Copper Tankhouses
    Quade Howald · 2025 · Springer eBooks
84. Jar-RetinexNet: A System for Non-Uniform Low-Light Enhancement of Hot Water Heater Tank Inner Walls
    Wenxin Cao, Lei Guo, Juanhua Cao, Weijun Wu · 2025 · Sensors
85. Analysis and Comparison of Network Architecture Options for Camera-Based AOI Systems
    Matthias Baier, Dirk Henrici · 2025 · International Symposium on Networks, Computers and Communications (ISNCC)
86. IoU-Aware Clustering for Anchor Configuration Determination in Efficient Defect Detection
    Yuhao Zhao, Hongxuan Ma, Wei Zou, Zhe Liu, Hu Su, Song Liu · 2025 · IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
87. A steel flaw detection method: lightweight edge information extraction network
    Haibin You, Jianhong Chen · 2025 · Measurement Science and Technology
88. FARKLI YÜZEY TÜRLERİNE SAHİP ÜRÜNLERİN HATA TESPİTİNDE EVRİŞİMSEL SİNİR AĞI MİMARİLERİNİN ETKİSİ
    Betül Karakaş, Sinem Kulluk · 2025 · Kahramanmaraş Sütçü İmam Üniversitesi Mühendislik Bilimleri Dergisi
89. Design and Development of Fabric Fault Finder Using Image Processing and Machine Learning
    K. S. Nandini Prasad, K R Surabhi, P. Shreya, Sahara Kaleem Shaikh, H. Shashank, B. S. Varun · 2026 · Lecture notes in networks and systems
90. Computational Vision Framework for In-Line Prediction of CMOS/CCD Imaging Performance via Spatial Frequency Response and Its Application to Nano-Optoelectronics
    Shan Hua, Xiaojun Fan, Wei Chen, Qing Zhang, Jiawei Jou, Xiaojuan Wang, Lixia Ma, Lianhe Ge, Yong Wang, Huajie Dai et al. · 2025 · Journal of Nanoelectronics and Optoelectronics
91. Exploring the Benefits of Artificial Intelligence Adoption in Ready-Made Garment Industry of Bangladesh.
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92. Super-resolution reconstruction of synchrotron radiation nano-CT images and its applications
    Zhen PENG, Ao WANG, Jun Wang, Fen Tao, Ling ZHANG, Guohao Du, Biao DENG · 2026 · Nuclear Techniques
93. Small defect detection in panel display industry by faster region convolutional neural network with attentional feature fusion
    Chia-Yu Hsu, Y. C. Lu, Yen-Lin Jiang · 2026 · Journal of the Chinese Institute of Engineers
94. Deep Learning Techniques using for Automated Product Defect Detection
    Mamatha C G, Kavitha K S, Sathvik S, Pshtiwan Shakor, Marwan Aziz Mohammed, Shami Nejadi · 2026 · passer
95. Application of a novel automatic filler delivery method in induction brazing of copper pipes in heat pump manufacturing: A comparative study with pre-placed ring method
    E. Lemma, João M.S. Dias, Antonio A. Bastos, Daniel Pereira, Ana Lúcia Horovistiz · 2026 · Materials Today Communications
96. Edhsw-Yolov8n Model for the Detection of Surface Defects on Fiberglass Insulation Sleeves
    Shuhui Xu, Wenxian Tang, sheng guo, Jia Liu · 2025 · SSRN Electronic Journal
97. Dataset-Independent Approach for Generating Synthetic Data in Optical Defect Detection
    Christian Linder, Steffen Geinitz, Sebastian Maier · 2026 · Communications in computer and information science
98. CD-Mosaic: A Context-Aware and Domain-Consistent Data Augmentation Method for PCB Micro-Defect Detection
    Sifan Lai, Shuangchao Ge, Xiaoting Guo, Jie Li, Kaiqiang Feng · 2026 · Electronics
99. Multi-frame averaging shearography
    Haibo Wei, Chao Lu, Yuan Liu, Liuwei Huang, Rong Wu · 2026 · NDT & E International
100. Multi-model integrated line detection robust to environmental variations using Bayesian optimization
     Jeong-Ho Kim, M Yung Hyun Kim, Chang-Ju Lee, Eun-Seong Ko, Seunghwan Jung, Do-Hyung Jeong, Hyung‐Jin Kim, Doo-Jin Choi, Won-Suk Kim · 2026 · Computers & Industrial Engineering