Latest Research in Industrial Vision Systems and Defect Detection

50 research papers · 2026 median publication year

Top Research Topics in Industrial Vision Systems and Defect Detection

Highest-Cited Papers

  1. An optimized YOLOv11-based model for surface defect detection on valve stems in refrigeration equipment
  2. Vision-based automated optical inspection for real-time quality control: hybrid single-camera deep-learning AOI for mixed-SKU bottling lines
  3. HGNetV2-YOLO: An Efficient and Lightweight Framework for Mechanical Component Detection in Industrial Scenes
  4. EGONet: edge guided omni-directional attention with multi-scale bilateral feature integration for surface defect detection
  5. A CNN-based Unsupervised Learning System for Detecting Stator Pin Insertion Defects in Blower Motors for Industrial Environments
  6. UniPCB: A Generation-Assisted Vision-Based Measurement Framework for PCB Defect Inspection
  7. RobustDefect-LLM: Explainable and Robustness-Aware Industrial Surface Defect Classification with Decision Support and AI-Assisted Reporting
  8. CEBW-YOLO11: A YOLO11-Based Model for Lithium Battery Electrode Sheet Defect Detection
  9. A Lightweight Model for PCB Surface Defect Detection
  10. Open-Set Semiconductor Defect Classification in SEM Images via Uncertainty-Aware Local Prototype Alignment
  11. Axial Motion Prior-Guided Robust Detection of Surface Defects in Hoist Wire Ropes
  12. Detection of Weld Root Crack in Metal Plates with Convolutional Neural Network
  13. SFEDet: edge-guided spatial-frequency fusion network for steel surface defect detection
  14. Defect detection of semiconductor wafer EB-SEM images based on convolutional neural networks
  15. Data Augmentation of Semiconductor Defect Images for SEM-ADC
  16. CCP-YOLO: An Improved YOLOv11n Algorithm for Steel Surface Defect Detection
  17. Fast-DG2GAN: A Computationally Efficient DG2GAN Variant for Industrial Injection Molding Splay Defect Generation
  18. SAMSEM -- A Generic and Scalable Approach for IC Metal Line Segmentation
  19. A synergistic coordinate and attention module for pipeline weld surface defect detection
  20. Efficient mechanical casting defect detection based on state space modeling and multiscale attention
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2026 AUG Q2

Industrial Vision Systems and Defect Detection

50 papers

Top Topics (10)

Industrial Vision Systems and Defect Detection15
Advanced Neural Network Applications12
Computer Vision and Pattern Recognition11
Electron and X-Ray Spectroscopy Techniques2
Additive Manufacturing Materials and Processes2
Machine Fault Diagnosis Techniques1
Ultrasonics and Acoustic Wave Propagation1
Cryptography and Security1
Machine Learning in Materials Science1
Power Line Inspection Robots1

Top Publications (20)

1.An optimized YOLOv11-based model for surface defect detection on valve stems in refrigeration equipment2.Vision-based automated optical inspection for real-time quality control: hybrid single-camera deep-learning AOI for mixed-SKU bottling lines3.HGNetV2-YOLO: An Efficient and Lightweight Framework for Mechanical Component Detection in Industrial Scenes4.EGONet: edge guided omni-directional attention with multi-scale bilateral feature integration for surface defect detection5.A CNN-based Unsupervised Learning System for Detecting Stator Pin Insertion Defects in Blower Motors for Industrial Environments6.UniPCB: A Generation-Assisted Vision-Based Measurement Framework for PCB Defect Inspection7.RobustDefect-LLM: Explainable and Robustness-Aware Industrial Surface Defect Classification with Decision Support and AI-Assisted Reporting8.CEBW-YOLO11: A YOLO11-Based Model for Lithium Battery Electrode Sheet Defect Detection9.A Lightweight Model for PCB Surface Defect Detection10.Open-Set Semiconductor Defect Classification in SEM Images via Uncertainty-Aware Local Prototype Alignment11.Axial Motion Prior-Guided Robust Detection of Surface Defects in Hoist Wire Ropes12.Detection of Weld Root Crack in Metal Plates with Convolutional Neural Network13.SFEDet: edge-guided spatial-frequency fusion network for steel surface defect detection14.Defect detection of semiconductor wafer EB-SEM images based on convolutional neural networks15.Data Augmentation of Semiconductor Defect Images for SEM-ADC16.CCP-YOLO: An Improved YOLOv11n Algorithm for Steel Surface Defect Detection17.Fast-DG2GAN: A Computationally Efficient DG2GAN Variant for Industrial Injection Molding Splay Defect Generation18.SAMSEM -- A Generic and Scalable Approach for IC Metal Line Segmentation19.A synergistic coordinate and attention module for pipeline weld surface defect detection20.Efficient mechanical casting defect detection based on state space modeling and multiscale attention
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