A systematic review of deep learning approaches for surface ...
Apr 1, 2024 · Deep learning approaches, which can automatically extract features from images, have demonstrated outstanding performance in computer vision tasks, including detecting …
EFEN-YOLOv8: Surface defect detection network based on ...
Jan 2, 2026 · Surface defects in industrial environments severely the impact product aesthetics, quality, and operational efficiency. Although deep learning approaches show promise, current …
Surface defect inspection of industrial products with object ...
Oct 17, 2024 · Object detection finds extensive application in detecting surface defects in industrial products due to its ability to precisely locate defects, identify various defect types, …
Steel surface defect detection based on improved YOLOv8
To solve the problem of low accuracy in the detection of surface defects on steel strips, this paper introduces a improved YOLOv8 model to improve the performance in surface defect detection …
A high precision YOLO model for surface defect detection ...
May 6, 2025 · Defect detection is vital for product quality in industrial production, yet current surface defect detection technologies struggle with diverse defect types and complex …
Robust steel surface defect detection with edge-aware ...
5 days ago · Current methods often struggle to delineate the indistinct boundaries of blurred defects, resulting in insufficient precision and high false-negative rates. To address these …
Defect Detection Method for Large-Curvature and Highly ... - MDPI
Apr 11, 2025 · Currently, surface defect detection methods include laser inspection [1], eddy current testing [2], infrared detection [3], and machine vision-based detection [4].