Latest Research in Industrial Structural Diagnostics

Top Research Topics in Industrial Structural Diagnostics

• Infrastructure Maintenance and Monitoring — 56 papers
• Industrial Vision Systems and Defect Detection — 30 papers
• Computer Vision and Pattern Recognition — 26 papers
• Advanced Neural Network Applications — 18 papers
• Welding Techniques and Residual Stresses — 6 papers
• Textile materials and evaluations — 3 papers
• Ultrasonics and Acoustic Wave Propagation — 3 papers
• Machine Fault Diagnosis Techniques — 2 papers
• Railway Engineering and Dynamics — 2 papers
• Wind Energy Research and Development — 2 papers

Highest-Cited Papers

1. Image-Guided Pavement Defect Recognition in GPR Data with novel 3D Deep Learning Architecture
2. HSV Color Space Conversion and Deep Learning Model Performance Analysis for Efflorescence Segmentation in Damage Detection
3. Hybrid Detection-Segmentation for Precision Wire Welding with Mask-Based Offset Generation in Smart Connector Manufacturing
4. YOLO26-RD: An End-to-End Road Damage Detection Network With Learnable Contrast Enhancement and Edge-Guided Downsampling
5. Vision-Language Models for Analog Gauge Reading: An Empirical Study of Specialization, Transfer and Reliability
6. A Data-Efficient Deep Learning Paradigm for Crack Segmentation Using Generative AI
7. VCDH-YOLO: Viewpoint-Conditioned Dual-Head Detection for Mixed-View Crack Inspection Across Drone and Ground Platforms
8. Embodied Intelligence-Driven Active Perception and Detection Strategy Learning for Display Defects in Electric Metering Devices
9. An explainable visual structural health monitoring framework for corrosion diagnosis of steel components using high-resolution UAV images
10. Morphology-Aware Wasserstein Distance Loss for Bounding-Box Regression in External Pipeline Coating Inspection
11. WAAR-Net: Weakly-significant Anomaly Area Recognition Network for Visual Detection under Subtle Feature Conditions
12. Evaluation of AI-based Visual Crack Detection in Steel Bridges Using Probability of Detection
13. Continuity-Driven Representation Learning for Industrial Defect Detection
14. YOLOv11–BiFPN–DAAF: An Object Detection Framework for Automated Surface Inspection of Balsa Wood Panels
15. Hybrid CNN-GRU framework for wind turbine blade defect classification and data-driven severity assessment for predictive maintenance
16. A Lightweight CNN Framework for UAV-Based Missing-Bolt Patch Classification in Structural Health Monitoring
17. CM-YOLO: an improved YOLOv8 for defect detection and classification of CFRP composites using infrared thermography
18. High-precision railway track defect identification using YOLOv11: a comparative evaluation with Roboflow 3.0
19. SteelYOLO11 for strip steel defect detection via multi-scale sampling optimization
20. Aero-DETR: a frequency-adaptive sparse-interaction network for UAV-assisted aircraft surface defect detection

Sub-Regions

• Industrial Vision Systems and Defect Detection — 112 papers
• Computer Vision and Pattern Recognition — 51 papers
• Infrastructure Maintenance and Monitoring — 27 papers
• Intelligence, Security, War Strategy — 18 papers