Latest Research in Industrial Vision Systems and Defect Detection

112 research papers · 2026 median publication year

Top Research Topics in Industrial Vision Systems and Defect Detection

Highest-Cited Papers

  1. Hybrid Detection-Segmentation for Precision Wire Welding with Mask-Based Offset Generation in Smart Connector Manufacturing
  2. Vision-Language Models for Analog Gauge Reading: An Empirical Study of Specialization, Transfer and Reliability
  3. Embodied Intelligence-Driven Active Perception and Detection Strategy Learning for Display Defects in Electric Metering Devices
  4. Morphology-Aware Wasserstein Distance Loss for Bounding-Box Regression in External Pipeline Coating Inspection
  5. Continuity-Driven Representation Learning for Industrial Defect Detection
  6. YOLOv11–BiFPN–DAAF: An Object Detection Framework for Automated Surface Inspection of Balsa Wood Panels
  7. Hybrid CNN-GRU framework for wind turbine blade defect classification and data-driven severity assessment for predictive maintenance
  8. CM-YOLO: an improved YOLOv8 for defect detection and classification of CFRP composites using infrared thermography
  9. High-precision railway track defect identification using YOLOv11: a comparative evaluation with Roboflow 3.0
  10. SteelYOLO11 for strip steel defect detection via multi-scale sampling optimization
  11. Aero-DETR: a frequency-adaptive sparse-interaction network for UAV-assisted aircraft surface defect detection
  12. ScratchSim: A Procedural Synthetic Data Pipeline for Surface Scratch Detection
  13. Visual detection of flap tears on abrasive flap wheels using deep learning
  14. Distribution-free false-alarm calibration and chance-corrected spatial evaluation for industrial anomaly detection
  15. CAM-RTDETR: an aerospace engine surface defect detection method based on improved transformer architecture
  16. Lightweight YOLO-based object detection for industrial casting defect inspection
  17. WPSeg-Net: A Boundary-Guided Dual-Branch Network for Molten Pool Segmentation
  18. WireGC-Former: Surface defect segmentation method of steel wire ropes based on 3D point clouds
  19. Deep Vision in Smart Manufacturing: MODERN Framework for Intelligent Quality Monitoring and Diagnosis
  20. BEAD-Net: Bidirectional Fusion and Hourglass Expanded Asymmetric Detection for Insulator Defect Detection
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2026 AUG Q3

Industrial Vision Systems and Defect Detection

112 papers

Top Topics (10)

Industrial Vision Systems and Defect Detection28
Computer Vision and Pattern Recognition16
Advanced Neural Network Applications16
Infrastructure Maintenance and Monitoring11
Welding Techniques and Residual Stresses6
Ultrasonics and Acoustic Wave Propagation3
Machine Fault Diagnosis Techniques2
Railway Engineering and Dynamics2
Wind Energy Research and Development2
Machine Learning2

Top Publications (20)

1.Hybrid Detection-Segmentation for Precision Wire Welding with Mask-Based Offset Generation in Smart Connector Manufacturing2.Vision-Language Models for Analog Gauge Reading: An Empirical Study of Specialization, Transfer and Reliability3.Embodied Intelligence-Driven Active Perception and Detection Strategy Learning for Display Defects in Electric Metering Devices4.Morphology-Aware Wasserstein Distance Loss for Bounding-Box Regression in External Pipeline Coating Inspection5.Continuity-Driven Representation Learning for Industrial Defect Detection6.YOLOv11–BiFPN–DAAF: An Object Detection Framework for Automated Surface Inspection of Balsa Wood Panels7.Hybrid CNN-GRU framework for wind turbine blade defect classification and data-driven severity assessment for predictive maintenance8.CM-YOLO: an improved YOLOv8 for defect detection and classification of CFRP composites using infrared thermography9.High-precision railway track defect identification using YOLOv11: a comparative evaluation with Roboflow 3.010.SteelYOLO11 for strip steel defect detection via multi-scale sampling optimization11.Aero-DETR: a frequency-adaptive sparse-interaction network for UAV-assisted aircraft surface defect detection12.ScratchSim: A Procedural Synthetic Data Pipeline for Surface Scratch Detection13.Visual detection of flap tears on abrasive flap wheels using deep learning14.Distribution-free false-alarm calibration and chance-corrected spatial evaluation for industrial anomaly detection15.CAM-RTDETR: an aerospace engine surface defect detection method based on improved transformer architecture16.Lightweight YOLO-based object detection for industrial casting defect inspection17.WPSeg-Net: A Boundary-Guided Dual-Branch Network for Molten Pool Segmentation18.WireGC-Former: Surface defect segmentation method of steel wire ropes based on 3D point clouds19.Deep Vision in Smart Manufacturing: MODERN Framework for Intelligent Quality Monitoring and Diagnosis20.BEAD-Net: Bidirectional Fusion and Hourglass Expanded Asymmetric Detection for Insulator Defect Detection
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