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

Cited by (452)

Items 401–452 of 452

1. YOLOv5-WMA: Improved YOLOv5 with Windowed Multi-Head Attention for Infrared Welding Anomaly Detection
   Zhen Ding, Jie Zhou, Xueli Feng, Heping Huang, Hui Chen · 2025 · International Conference on Electrical Engineering and Control Technologies (CEECT)
2. WEDGE-Net: Wavelet-Driven Memory-Efficient Anomaly Detection for Industrial Edge Computing
   Joon-Min Park, Gye-Young Kim · 2026 · Sensors
3. VisDefectNet: A lightweight and fine-grained detection network for small defects in complex industrial scenes
   Qingling Xia, Dinghao Luo, Hong Zheng, Gen Li, yan li, Zhao Yun, Lingxiao Li, Bin Jiang · 2026 · Journal of Intelligent Manufacturing
4. A smart compliance validation framework for steel reinforcement in concrete structures using web extension technology
   U. Nirmalambal, S. Natarajan, J. Rajprasad, G. K. Arunvivek, Abhilash Gogineni, Regasa Yadeta Sembeta · 2026 · Scientific Reports
5. Automated brake caliper identification via multi-view deep learning for automotive applications
   Matej Valek, Martin Kotyrba, Eva Volná, Martin Pavlíček · 2026 · Array
6. A Metrics-Based Framework for Model Selection in Object Detection Systems
   Sudasawan Ngammongkolwong, Rungtiva Saosing · 2026 · Journal of Advances in Information Technology
7. Scan Path Optimization and YOLO-Based Detection for Defect Inspection of Curved and Glossy Surfaces
   Min-Gyu Kim, Chibuzo Nwabufo Okwuosa, Jang-Wook Hur · 2026 · Sensors
8. HILIPS: A human-in-the-loop image labeling pipeline for visual-semantic ambiguity
   Taehyung Noh, Beejin Son, Junghyun Kim, Haein Yeo, Kyungsik Han · 2026 · SoftwareX
9. DARE-YOLO: A Lightweight Object Detection Algorithm and Its FPGA Acceleration for Sustainable PV Panel Inspection
   Yuchuan Yang, Feng Xing, Caiyan Qin, Shuxu Chen, Hyundong Shin, Sungyoung Lee · 2026 · Sustainability
10. An Improved YOLOv11 for Tiny Surface Defect Detection on Electrical Commutators
    Jiayue Yuan, Zepeng Su, Zhulin Liu · 2026 · Algorithms
11. Defect Detection in Printed Circuit Boards Using Fine-Tuned YOLOv8
    M. Ranjith Kumar, R. Neelraj, J. Shyam Prasath, M. Shree Prasad, M. R. Guruprasath · 2026 · Communications in computer and information science
12. Raytracing-generated images from surface metrology data for AI training on defect recognition
    Simone Sorgato, J. Verdood, Jürgen Van Erps · 2026 · Optics, Photonics, and Digital Technologies for Imaging Applications
13. Potential Applications of Bio-Intelligent Systems in Ceramic Manufacturing Industry
    Oumayma Drissi Yahyaoui, Matteo De Marchi, Erwin Rauch · 2026 · Lecture notes in mechanical engineering
14. OAD-YOLOv8n: A Lightweight Direction-Adaptive Framework for Steel Strip Surface Defect Detection
    Ying Liu, Piwei Chen · 2026 · Metals
15. FG-DiTAD: A Feature Guided Diffusion Transformer for Anomaly Detection
    Minjie Du, Jiawei Zhao, Liang Zhang, Zihan Qin, Lizhe Xie, Yining Hu · 2026 · Knowledge-Based Systems
16. A Dynamic Prototype Aggregation Method for Few-Shot Segmentation of Small Industrial Defects
    Ziyan Ye, Zhifu Huang, Yu Liu · 2026 · International Symposium on Autonomous Systems (ISAS)
17. Development and Application of an AI Visual Defect Detection System for Warp-Knitted Lace Based on 5G+ Technology
    Taohai Yan, Yongze Wu, Yajing Shi, 林超旺, Li Ji · 2026 · Information
18. A Conceptual Framework for Vision-Guided Robotic Inspection in Industrial Quality Control
    Bongeun Chae, Bubryur Kim · 2026 · International Conference on Control and Robotics Engineering (ICCRE)
19. L-DETR: A lightweight detection transformer model for Mini-LED wafer surface defect detection during manufacturing
    Yuanda Lin, Shuwan Pan, Haikun Chen, Qin Ye, Jianqing Zhu, Yade Hong, Songyan Chen · 2026 · Advanced Engineering Informatics
20. Reconfigurable Ferroelectric Junction Field‐Effect Transistor for Input Masking Preprocessing in Efficient Neural Networks
    Tianjiao Zhang, X X Xu, Xiangwei Su, Z B Wang, Yuehua Chen, Yuyang Wu, Chuan Qin, C ZHANG, Maoxin Tian, Baoshi Qiao et al. · 2026 · Advanced Functional Materials
21. Physics-Guided Patch Distribution Modeling for Unsupervised Pin Defect Detection of Electrical Connectors
    Gang Wang, Shu Mao, Feiping Tang, Wei Hu, Jiawei Xiang · 2026 · Sensors
22. Advances in Deep Learning and Computer Vision for Sewer Inspection: A State-of-the-Art Review
    Nimee Tiwari, Dima Z. Shammout, Himan Hojat Jalali · 2026 · Journal of Pipeline Systems Engineering and Practice
23. MLMAC: MAC-Like Model Identity for Edge IoT AI Agents Using Behavioral Vectors and Fuzzy Extraction
    Wafaa Kanakri, Brian King · 2026 · IEEE Internet of Things Journal
24. Weakly Supervised Product Defect Image Segmentation and Visual Association Recognition for Quality Traceability
    Yaojiang Li, Fangxia He · 2026 · Traitement du signal
25. Deep Learning-Based Anomaly Detection in Industrial Images: Evaluation and Comparison of Modern Methods
    Florian Hecht, Marcus Grum · 2026 · Lecture notes in networks and systems
26. A Functional Survey of AI-Based Vision Systems for Industrial Applications: Safety, Quality, and Productivity
    Minjung Kim, Hwan‐Sik Yoon · 2026 · AI for Engineering
27. Smart manufacturing 4.0: Integration of artificial intelligence for real-time process control and productivity enhancement
    Chandra Sekar T · 2026 · Materials research proceedings
28. Multi-Feature Recognition of Textile Craftsmanship Based on Incrementally Description-Enhanced Knowledge Graphs
    Lijuan Yao, Kaixin Luo, Dongqin Liao · 2026 · International Conference on Electronic Technology and Information Science (ICETIS)
29. Consistency regularization for distortion-robust image classification in industrial machine vision
    Hyungu Kang, Seokho Kang · 2026 · Knowledge-Based Systems
30. Federated Learning for Cross-Enterprise Quality Control: A Privacy-Preserving Approach to Manufacturing Defects
    Kaiji Li, Zhongchen Hu · 2026 · IEEE International Conference on Electronics, Energy Systems and Power Engineering (EESPE)
31. Automated Book Defect Detection for Quality Inspection in China’s Publishing Logistics Using LME-YOLO
    Weixiang Lin, Qin Xu, Wencheng Hong, Lingyi Liang, Tao Wang, Xiaoping Wu, Liangquan Jia · 2026 · Algorithms
32. Safety Detection of Oil and Gas Pipeline Defects Based on Improved YOLOv5
    Zihao He, Zhuye Xu, Songbai Li · 2026 · International Conference on Advanced Computational Intelligence (ICACI)
33. A Multi-View Automated Defect Detection System for Automotive Headrests Based on TAS-YOLOv10
    Shiqing Lu, Zhanpeng Yuan, Shanxin Bao, Haolin Li, Weiqiang Lyu, Gang Zhu · 2026 · SSRN Electronic Journal
34. Research on anisotropic flexible magnetic sensing arrays based on magnetic anisotropic conductive network reconstruction
    Meng Li, Xinqi Gong, Yu Cao, Junran Chen, Deping Liu, Bin Liu, Guosheng Xia, Jian Ren · 2026 · Measurement
35. BAMB: Unified industrial anomaly detection and classification via a mixed memory bank with boundary-aware coreset selection
    Yangyi Li, Ke Jia, Qianzeng Chen · 2026 · Neurocomputing
36. MC-DETR: a lightweight RT-DETR method for industrial defect detection
    Yongkang Zhou, Jinzhong Xu, PeiLiang Yao, Lingxiao Zhang · 2026 · Engineering Research Express
37. FoxNet: A Hybrid Deep Learning Architecture for Automated Visual Inspection of LGA CPU Sockets in High-Volume Electronics Manufacturing
    Fernando Frias-Martinez, Ponce Monarrez Israel Ulises, Miguel Angel Garcia Teran, Luis Ricardo Vidal Portilla, Guillermo Mejía-Cisneros · 2026 · IEEE Access
38. Line-Scan Defect Detection for Printed Laminated Films Using Multi-Template Matching and Residual-Driven Column-Band Compensation
    Pengjian Zhang, Wen Ren · 2026 · Sensors
39. Unsupervised Defect Detection across NDT Modalities: A Conformal Anomaly DetectionFramework to quantify uncertainty in decision making
    Ahmed HAMDI, Flora Estermann, Valérie Kaftandjian, Philippe Delachartre, Philippe Guy · 2026 · SSRN Electronic Journal
40. StitchingNet-Seg: a semantic segmentation dataset of industrial sewing stitch defects
    Junhyeok Park, Woo-Kyun Jung, Hyungjung Kim · 2026 · Scientific Data
41. Cobot-assisted capacitive sensing for in-process, micrometre-scale thickness estimation of liquid films
    Uqba Othman, Mohamed Adlan Ait Ameur, Charlie Walker, Mohamed Khedr, Erfu Yang, Ophelie Torres · 2026 · Next research.
42. Internet of things for the future of smart manufacturing: A five-layer architectural survey of technologies, applications, and research frontiers
    Parichay Bhattacharjee, Ditipriya Sinha · 2026 · Internet of Things
43. Cost-Aware Selective Classification for Parcel-Damage Detection in Automated Logistics Systems
    Muhammad Atif, Andrea Ceccarelli, Tommaso Zoppi, Andrea Bondavalli · 2026 · IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
44. Robust Light State Validation for ECU Testing: A Camera-Based System for Real-Time Optical Signal Monitoring Under Variable Illumination
    Jessika Spyra, Balaji Muthineni, Stefan Konwalinka, Mohamed Kumail Abbas, Michael Fahrbach, Jürgen Pannek · 2026 · IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)
45. Learning Constrained Embeddings for Anomaly Region Localization
    Ting-Wei Lu, Chih-Chang Yu, Hsu-Yung Cheng · 2026 · Applied Sciences
46. Error Attribution and Capability Boundaries in Object-Routed Power Equipment Defect Recognition with a Simulated PQC
    Yiwei Sun, Yi Yang, Jinfeng Zheng, Xiaoyang Deng, Tailong Xiao · 2026 · Entropy
47. DCA-YOLO: a non-destructive defect detection network for pharmaceutical ampoules via dynamic convolution and multi-scale attention
    Qianqian Yu, Chengming Song, Ximing Yang, Zhizhong Liu, Zhendong Cui · 2026 · Signal Image and Video Processing
48. Confidential factory–cloud integration for industrial visual inspection: Calibrated homomorphic inference for steel surface defect classification
    Jie Chen, Shancang Li · 2026 · SSRN Electronic Journal
49. Do saliency maps find the defect? A ground-truth evaluation of explainable AI for safety-critical magnetic tile inspection
    Heri Nurdiyanto, Nuno Alexandre Soares Domingues · 2026 · Journal of Artificial Intelligence Machine Learning and Neural Network
50. 3D Anomaly Detection for Sensor-Based Industrial Inspection: A Critical Survey of Methods, Benchmarks, and Deployment Constraints
    Lars Fichtel, Radu Timofte, Dominik Seuß · 2026 · Sensors
51. 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
52. Research Progress on Machine Vision-Based Surface Defect Detection Technology for Sand Castings: A Review
    Zihao Chen, Long Zhang, Qian Xie · 2026 · International Journal of Metalcasting