Defect detection in printed circuit boards using you-only-look-once convolutional neural networks

Cited by (179)

Items 101–179 of 179

1. Implementation of Object Detection With You Only Look Once Algorithm in Limited Face-To-Face Times in Pandemic
   Yogi Yunefri, Sutejo Sutejo, Yogi Ersan Fadrial, Keumala Anggraini, Maya Rizky Ramadhani, Roki Hardianto · 2022 · Journal of Applied Engineering and Technological Science (JAETS)
2. Spatial and Channel-Wise Co-Attention-Based Twin Network System for Inspecting Integrated Circuit Substrate
   Eunjeong Choi, Jeongtae Kim · 2023 · IEEE Transactions on Semiconductor Manufacturing
3. Efficient Fault Detection Methods in Printed Circuit Boards using Machine Learning Techniques
   V. Anbumani, S. Padmapriya, R. RajaRaja, N Vikram, S Ranjith, B V Abhinav · 2024 · International Conference on Computing, Communication and Networking Technologies (ICCCNT)
4. Improving Quality Assurance: Automated Defect Detection in Soap Bar Packaging Using YOLO-V5
   Nishant, Badal, Gill, S.S., Raj, Balwinder · 2023 · 2023 International Conference on Electrical, Electronics, Communication and Computers (ELEXCOM)
5. Rotation-Angle-Based Principal Feature Extraction and Optimization for PCB Defect Detection Under Uncertainties
   Zhao-Dong Luo, Lei Lei, Han‐Xiong Li · 2024 · IEEE Transactions on Industrial Informatics
6. An efficient approach to quality diagnosis of PCB connectors using image-derived geometric features
   Tae Gyeom Bae, Ju Yeon Lee · 2025 · The International Journal of Advanced Manufacturing Technology
7. Small PCB Defect Detection Based on Convolutional Block Attention Mechanism and YOLOv8
   Zhe Sun, Ruihan Ma, Qujiang Lei · 2026 · Applied Sciences
8. ESI-YOLOv11n: Efficient Multi-Scale Fusion Method for PCB Defect Detection
   Chuxin Liu, Wenjing Liu, Linguang Lian · 2026 · Machines
9. Beyond spectroscopy: Machine vision as the future of non-destructive testing in 3D-printed pharmaceuticals
   Imane Eddaou, Sara Bom, Angélica Graça, Joana Marques Marto · 2026 · International Journal of Pharmaceutics
10. Infrared nondestructive detection of defective visible-reflective solder joints in solenoid coil connectors
    Zhao Dong, Francisco Oviedo-Tolentino, Abel Hernández-Guerrero, Benjamín Girón-Palomares · 2022 · Advances in Mechanical Engineering
11. Makine Öğrenmesi ve Derin Öğrenme Algoritmaları ile Baskı Devre Kartlarındaki Kusurların Tespiti
    Volkan Kaya, İsmail Akgül · 2022 · European Journal of Science and Technology
12. Investigation of visual inspection methodologies for printed circuit board products
    Wenliang Deng · 2023 · Journal of Optics
13. Objects detection theory for evaluating the city environmental quality
    Tong Liu, Xiaowei Han, Yinghong Xie, Binbin Tu, Yuan Gao, Wenfeng Wang · 2023 · Frontiers in Ecology and Evolution
14. PCB Defect Detection Based on Improved YOLOX Algorithm
    Guangyu Li, Xiaofei Liao, Xuance Su, Bohang Chao · 2023 · International Conference on Electrical Engineering and Control Technologies (CEECT)
15. Automated defect detection in printed circuit boards based on the YOLOv5 neural network
    A.S. Momot, V.V. Kretsul, O.V. Muraviov, R. Galagan · 2024 · The Paton Welding Journal
16. Defect Detection and Identification in PCBs Using Single Stage Object Detection Models
    D. P. Aniruddh, Deepa N. P., Atharva Pathak, Hriday Katti, Ayush B. N. · 2025 · International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE)
17. Precise PCB defect detection via instance segmentation using YOLOv7 and YOLOv8
    Aravalli Sainath Chaithanya, Lavadya Nirmala Devi · 2025 · Journal of Electronic Imaging
18. Faulty RJ45 connectors detection on radio base station using deep learning
    Marrone Silvério Melo Dantas, Pedro Henrique Dreyer Leuchtenberg, Gabriel Fonseca Reis de Souza, Daniel Bezerra, Ricardo Gabbay de Souza, Silvia Lins, Judith Kelner, Djamel Fawzi Hadj Sadok · 2022 · Multimedia Tools and Applications
19. Field rapid detection method of wind turbine blade fixing bolt defects based on FPGA
    Yupeng Hou, Lei Zhang, Yuanquan Wang, Xiaosong Zhao, Guoce Feng, Yirui Zhang · 2022 · Optoelectronics Letters
20. Pembuatan Alat Inspeksi Visual Jalur PCB Menggunakan Pengolahan Citra Untuk Kegiatan Praktikum Pengawatan Dan Teknologi PCB
    Rangga Ade Julianto, Efrizon Efrizon, Hendrick Hendrick, Laxsmy Devy, Suryadi Suryadi, Yul Antonisfia · 2022 · Elektron Jurnal Ilmiah
21. MoMo: Mouse-Based Motion Planning for Optimized Grasping to Declutter Objects Using a Mobile Robotic Manipulator
    Senthil Kumar Jagatheesaperumal, Varun Prakash Rajamohan, Abdul Khader Jilani Saudagar, Abdullah AlTameem, Muhammad Sajjad, Khan Muhammad · 2023 · Mathematics
22. Realising Quality Control of Metal Products Used in Industry Through Deep Learning
    Begüm Özyer, Yavuz Selim Taşpınar · 2024 · Intelligent Methods in Engineering Sciences
23. Deep Learning Applied to Automated Visual Defect Detection for Wind Towers Painting Process
    Joan Lario, Natalia P. García-de-la-Puente, Javier Mateos, Salih Aksu · 2025 · Lecture notes in computer science
24. A Deep Learning-Based System for Detecting Defects in Printed Circuit Boards
    Aekkarat Suksukont, Jakkrit Onshaunjit, Jakkree Srinonchat · 2025 · International Electrical Engineering Congress (iEECON)
25. Constellation-based robotic visual servoing method for fault diagnosis of used printed circuit board assemblies
    Bence Tipary, Gábor Erdős, Zsolt Kemény · 2025 · CIRP Annals
26. Quantifying Printing Quality for Printed Electrodes via Deep Learning and Spatial Association: Empowering Process Optimization
    Juhuhn Kim, Younsu Jung, Sajjan Parajuli, Sagar Shrestha, Jinhwa Park, Gyoujin Cho, Jong‐Seok Lee · 2025 · Advanced Intelligent Systems
27. A YOLOv9: Deep Learning-based Framework Defect Detection Method for PCBs
    Salah Nasri, Nadeem Ahmad, Qurat Ul Ain Aini, Atif Qayyum, Naeem Ul Islam · 2025 · Journal of Electronic Testing
28. PCB Panel Defect Detection based on Deep Learning
    Xiong Junsen, Sarerusaenye Binti Ismail, Poornima Mahadevappa, Shakeel Ahmed, Mamoona Humayun · 2025 · International Conference on Emerging Trends in Networks and Computer Communications (ETNCC)
29. Algorithm for automated alignment and search of contact areas on semiconductor wafers
    Igor Shraifel, Andrey Mikhailov, Igor Maltcev, Irina Mikhailova, Aleksandr Zelensky, Mikhail Kharkov, Viacheslav Voronin, Kirill Danilin, Evgeny A. Semenishchev · 2026 · Real-Time Image Processing and Deep Learning
30. Defects Detection in PCB with Ground Plane by Clustering and Flood-fill Algorithms
    Roman A. Melnyk, Yurii Havrylko, Mariia Levytska · 2021 · IEEE International Conference on Advanced Information and Communication Technologies (AICT)
31. Vanname Shrimp Health Monitoring System Using Internet of Things-based Image Processing Method
    Ummul Khoiriyah, Herry Sufyan Hadi, Putri Yeni Aisyah · 2022 · IPTEK Journal of Engineering
32. Chains Defects Detection in a Printed Circuit Board Image by the Plane Partition and Flood-filling of Traces
    Roman A. Melnyk, Tetyana Korotyeyeva, Ye. V. Levus · 2023 · International Journal of Computing
33. FFDR-Net: Feature Fusion Deeper RetinaNet for PCB Defect Detection
    Qiufeng Shao, Jiawang Liu, Diantao Hu · 2023 · IEEE International Conference on Electronic Technology, Communication and Information (ICETCI)
34. Development of a novel visual servoing probe test method for fault diagnosis of printed circuit boards
    Bence Tipary, Ádám Juniki, Ferenc Gábor Erdős, E. Takács, Kornél Németh · 2023 · IFAC-PapersOnLine
35. Unsupervised PCB Anomaly Segmentation with Foundational Models
    Chih-Hui Ho, Sung-Bal Seo, Nayeon Kim, Pin-Ying Wu, YouSuk Bae, Nuno M. Vasconcelos · 2024 · Electronic Imaging
36. Preprocessing and improving image quality for identifying elements simple shape in machine vision system to automated industrial machines
    Viacheslav Voronin, Ilia Khamidullin, Evgeny A. Semenishchev, Marina M. Zhdanova, Andrey Alepko · 2024 · Optics, Photonics, and Digital Technologies for Imaging Applications
37. Implementation of YOLOv8 Algorithm on Raspberry Pi for Automated PCB Quality Inspection
    Imaduddin Abdul Ghany, Zaqiatud Darojah, Nunik Hariadi Putri, Adytia Darmawan, Novian Fajar Satria · 2024 · International Electronics Symposium (IES)
38. Derin Öğrenme Destekli Gerçek Zamanlı Zeytin Tespiti Uygulaması
    Erhan Kahya, Yasin Aslan · 2024 · Osmaniye Korkut Ata Üniversitesi Fen Bilimleri Enstitüsü Dergisi
39. Detection of Defects in PCB Images by Numbering, Measurement of Chain Features and Machine Learning
    Roman A. Melnyk, Pavlo Viazovskyy · 2024 · WSEAS Transactions on Circuits and Systems archive
40. Video object segmentation for automatic image annotation of ethernet connectors with environment mapping and 3D projection
    Marrone Silvério Melo Dantas, Pedro Dreyer, Daniel Bezerra, Gabriel Adriano de Jesus Reis, Ricardo Gabbay de Souza, Silvia Lins, Judith Kelner, Djamel Fawzi Hadj Sadok · 2022 · Multimedia Tools and Applications
41. Transparency and Traceability for AI-Based Defect Detection in PCB Production
    Ahmad Rezaei, Johannes Richter, Johannes Nau, Detlef Streitferdt, Michael Kirchhoff · 2023 · Communications in computer and information science
42. MASS DISTRIBUTION OF DARK MATTER HALO AND SCALE EVOLUTION OF EARLY TYPE GALAXIES
    Master of Natural Sciences in the direction of ", D. Kairatkyzy, Astronomy", , PhD - doctoral student in the specialty ", Physics and Astronomy", kairatkyzy_dina90@mail.ru, H. C. Quevedo · 2020 · NEWS OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN
43. Automated Bare Board Defect Detection using Pattern Subtraction Technique
    Jithendra P R Nayak, Bidare Divakarachari Parameshachari · 2021 · International Journal of Computer Applications
44. A Defect-Inspection System Constructed by Applying Autoencoder with Clustered Latent Vectors and Multi-Thresholding Classification
    Cheng‐Chang Lien, Yu-De Chiu · 2022 · Applied Sciences
45. Increase of the Automotive Power Transistor Modules Manufacture Reliability Using Ai Detecting System for Soldering Splashes
    Dušan Koniar, Peter Klčo, Libor Hargaš, Marek Chnápko, Katarína Pocisková Dimová, Vladimír Kindl · 2023 · Communications - Scientific letters of the University of Zilina
46. Car Defect Detection Using Image Processing
    S. Durai, T. Sujithra, Athmakuri Sai Charan, Sai Kiran Pulyala, Battula Vishnuwardhan Satyam · 2023 · International Conference on Artificial Intelligence and Knowledge Discovery in Concurrent Engineering (ICECONF)
47. An Improved Perspective Transformation and Subtraction Operation for PCB Defect Detection
    Guifang Shao, Qiao Sun, Fengqiang Gao, Tun-Dong Liu, Jincai Luo, Yubin Wei · 2023 · Communications in computer and information science
48. Defects Detection in Printed Circuit Boards by Separation and Comparison of Chains
    Roman A. Melnyk, Roman Kvit · 2023 · WSEAS Transactions on Circuits and Systems archive
49. Defects Detection in PCB Images by Clustering, Rotation and Distributed Cumulative Histogram
    Roman A. Melnyk, Roman Kvit · 2023 · WSEAS Transactions on Circuits and Systems archive
50. Computer Vision in Reusable Container Management : Requirements, Conception, and Data Acquisition
    Cedric C. Ziegler, Julia Ising, Alexander Dobhan, Martin Storath · 2023 · Schriftenreihe Logistik und Supply Chain Management
51. Approaches to the Development of a Printed Circuit Board Defect Detection System Based on AOI Technology
    Tatiana S. Khodataeva, Н.В. Каширин, А.И. Аверина, Artyom Evgenyevich Guryanov · 2023 · Proceedings of the Institute for System Programming of RAS
52. Defects Detection in PCB Images by Scanning Procedure, Flood-filling and Mathematical Comparison
    Roman A. Melnyk, Andrii Shpek · 2023 · WSEAS Transactions on Circuits and Systems archive
53. Online model-based structural damage detection in electronic assemblies
    Emmanuel A. Ogunniyi, Joud N. Satme, Austin R. J. Downey · 2024 · Active and Passive Smart Structures and Integrated Systems
54. Terminal Sequence Consistency Verification Method for Small Diameter Abreast Optical Fibers Based on Computer Vision
    Dengping Li, Yan Wang, Lei Wang, Yanchun Liang, Lan Huang, Lan Huang, Hui Yang · 2024 · SSRN Electronic Journal
55. Automated defect detection in printed circuit boards based on the YOLOV5 neural network
    A.S. Momot, V.V. Kretsul, O.V. Muraviov, R.M. Galagan · 2024 · Tehničeskaâ diagnostika i nerazrušaûŝij kontrol
56. PCB Defect Detection Based on Improved Deep Learning Model
    Shih‐Hsien Tseng, Chi Kuo · 2024 · International Journal of Pattern Recognition and Artificial Intelligence
57. Defect Detection in the Painting of Combustion Device Covers Using the Deflectometry Method and YOLOv8
    João Silva, Rodrigo Rito, António Completo, Ângela Semitela, L. Rino, Paulo J. Antunes, José Oliveira, Diogo Costa, Nuno Lau, José Paulo Oliveira Santos · 2024 · Lecture notes in computer science
58. PCBShot: An Assisted Image Acquisition Method for PCB Damage Detection With Mobile Devices
    Lucas Cabral, Lucas Sena, João Pedro Santiago, Joaquim Bento Cavalcante Neto, Yuri Lenon Barbosa Nogueira, Javam C. Machado · 2024 · SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)
59. Classification and Featurization of Motherboard Components Using YOLO Through Machine Learning
    Md. Imadur Rahman Fahim, Sabrina Mahazabin Senthia, Rubayea Ferdows, Fuad Ahmed · 2024 · IEEE International Conference on Computing, Applications and Systems (COMPAS)
60. Image Processing and Machine Learning for the Detection of Defects in PCB Images
    Roman A. Melnyk, Pavlo Viazovskyy · 2025 · WSEAS Transactions on Signal Processing archive
61. Enhancing PCB Quality Control with Deep Learning Based Defect Detection
    Shafiq Mutebi, Zainul Abidin, Raden Arief Setyawan · 2024 · International Conference of Adisutjipto on Aerospace Electrical Engineering and Informatics (ICAAEEI)
62. Application of Neural Networks to Testing Printed Circuit Boards Using Data from a X-ray 3D Microtomograph
    Vladimir Ivanovich Syryamkin, F. A. Klassen, Артемий Николаевич Берцун · 2025 · Russian Journal of Nondestructive Testing
63. 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
64. Система виявлення дефектів на друкованих платах з використанням моделі підсилення уваги до пошкоджень
    О. В. Федак, Roman A. Melnyk · 2025 · Науковий вісник НЛТУ України
65. CRUSADE project: Recycling technologies for ELV components to create a sustainable source of market grade materials for EU applications
    Iakovos V. Yakoumis, Anastasia Maria Moschovi, Olga Thoda, Asimina Katsiapi, Panagiota Stamatopoulou, Alexandros Charitos, Lesia Sandig‐Predzymirska, Wambui Wamunyu, Sebeh Adjapong, Walter Murru et al. · 2025 · Computational and Structural Biotechnology Journal
66. Metrology-Driven Optical NDE for Screening ICT Probe-Induced Indentations on PCB Pads
    Rafael Silva, António Ramos Silva, Luís De Azevedo Cura, Cátia Loureiro, António Araújo, Paulo Pedrosa, Duarte Fernandes · 2026 · Research Square
67. Automated Quality Control System for Power Electronics Manufacturing via a Five-Tier Poka-Yoke Hierarchy and Data-Driven Optimization
    Yachao Zhang, Haolei Ding, Qianqian Song, Wenjun Cai, Zheng Wang, Gangjian Ji · 2025 · International Conference on Computer Science and Management Technology (ICCSMT)
68. RCR-Net: An efficient deep learning model for reliable detection of PCB surface defects
    Luying Zhang, Linbeizi Zhang, Shangtao Pan, Bing Fu, Jiang Ding · 2026 · Microelectronics Reliability
69. FD-TamperBoard: A Tampering Features Dataset of Fuel Dispenser PCBs for Illicit Metering Detection
    Chenbo Pei, Bin Wang, Xingchuang Xiong, Zhanshuo Cao, Zilong Liu · 2026 · Data
70. Interface‐Controlled Reliability of HDI Microvias: A Critical Review and Perspective
    Vikram G. Kamble · 2026 · Advances in Materials Science and Engineering
71. Application and Evaluation of Deep Learning Models for Defect Detection in Printed Circuit Boards
    Hami Hosseini, Samira Mavaddati · 2025 · Journal of Association of Electrical and Electronics Engineers
72. Investigating the Impact of Image Quality Acquisition to Deep Object Detection Performance: a Case Study With PCB Damage Detection via Mobile Devices in the Wild
    Lucas Cabral Carneiro da Cunha, Juliana Severiano Barros Santiago, Lucas Sena, Joaquim Bento Cavalcante-Neto, Yuri Lenon Barbosa Nogueira, Javam C. Machado · 2026 · Journal of the Brazilian Computer Society
73. Multi-scale directional attention for AI-based WPCB component detection: A lightweight vision approach toward e-waste recycling
    Nuo Xu, Zongyi Lv, Chenming Wang, Jianming Zhu, Li Zhang, Lijun Xu, Qing Huang, Wenyi Yuan · 2026 · SSRN Electronic Journal
74. Inspección visual de defectos en placas de circuito impreso utilizando arquitecturas YOLO: Una comparación sobre el conjunto de datos DeepPCB
    Alexia Blanco, Ivón Oristela Benítez-González, José Manuel Bernal de Lázaro · 2026 · TecnoLógicas
75. Multi-scale directional attention for AI-based WPCB component detection: A lightweight vision approach toward automated e-waste recycling
    Nuo Xu, Zongyi Lv, Chenming Wang, Jianming Zhu, Li Zhang, Lijun Xu, Qing Huang, Wenyi Yuan · 2026 · Waste Management
76. Automated PCB Defect Detection Using YOLOv8 for Optical Inspection
    S. Meenakshi, Abhiprakash R, Drizzle M · 2026 · International Conference on Modern Sustainable Systems (CMSS)
77. SIMULATION-BASED EVALUATION OF THE VISUAL-OPTICAL INSPECTION METHOD FOR PRINTED CIRCUIT BOARDS DURING LABORATORY TESTING UNDER EXTERNAL MECHANICAL FACTORS
    С.В. Орлов, Ярослав Володимирович Тарасенко, Kostiantyn Kondratiuk, Oleksandr Hrichaniuk · 2026 · Випробування та сертифікація
78. PR-YOLOv8s: A Lightweight Improved YOLOv8s for Printed Circuit Board Micro-Defect Detection
    Miao Wang, Wanyi Zhang, Tengteng Wang, Qian Du · 2026 · Symmetry
79. Contacts Detection and Machine Learning for Classification of Defects in PCB Images
    Roman A. Melnyk, Oleh Ivaniuk · 2026 · WSEAS Transactions on Circuits and Systems archive