Machine vision-based surface crack analysis for transportation ...
Dec 1, 2021 · Machine vision-based surface crack analysis is to process infrastructure inspection data collected by imaging devices for identifying the presence, location, and extent of cracks, …
A review of image-based deep learning methods for crack detection ...
Mar 12, 2025 · This review paper aims to provide a comprehensive overview of the different approaches used for crack detection and segmentation through ML and DL methods. The …
Stamping part surface crack detection based on machine vision
We propose a novel crack detection framework with an enhanced YOLOv9-based network for multi-scale feature extraction, a multi-scale crack attention mechanism for better defect …
Automatic recognition system for concrete cracks with support …
Aug 29, 2024 · Cracks are a common problem in concrete surfaces. With the continuous optimization of machine vision-based inspection systems, effective crack detection and …
Machine Vision Method for Crack Detection and Pattern …
Dec 13, 2024 · Machine vision technology offers a promising solution for visualizing cracks and identifying faults in concrete structures. This study conducted material and structural …
A review of the progress in machine vision-based crack detection …
Mar 31, 2025 · This article reviews the latest advancements in machine vision-based crack detection technology for asphalt pavements, with a particular focus on the applications of …
Full article: A novel in-situ rapid crack detection approach for ...
3 days ago · Among these novel computer-based crack detection technologies, machine learning has emerged as an extraordinarily popular one (Dung et al. Citation 2019; Munawar et al. …
Comprehensive Analysis of Machine Learning Techniques for Crack Detection
Feb 25, 2025 · Crack detection is critical to the safety and performance of engineering structures including highways, bridges, and buildings. This paper reviews the different types of image …
Pixel-Level Detection of Cracks Based on Loop Semantic Diffusion ...
May 7, 2025 · AbstractPrecise crack identification on intricate asphalt pavements poses a significant challenge for intelligent pavement distress detection. This paper proposes the …
YOLOv8-Based Object Detection Model for Automated Bridge Crack …
Apr 24, 2025 · Zhang J., Qian S., Tan C. Automated Bridge Surface Crack Detection and Segmentation Using Computer Vision-Based Deep Learning Model. Engineering Applications …