
Road crack detection using pixel classification and ... - Springer
Jun 22, 2024 · In this research, a novel fuzzy C-means clustering algorithm is proposed that will detect fractures automatically by adding optimal edge pixels utilizing a second-order difference …
Road crack detection using image processing for smart city …
The workflow includes collecting road surface images, preprocessing through resizing, normalization, and data augmentation, and training a CNN-based model for crack detection. …
Automatic road crack detection and classification using image ...
Jun 7, 2020 · The crack detection processing involves an image of a cylinder head taken and enhanced to 256 by 256 image size. The image is then transformed into a black and white …
Impact of Image Preprocessing and Crack Type Distribution on …
Abstract Road crack detection is crucial for ensuring pavement safety and optimizing maintenance strategies. This study investigated the impact of image preprocessing methods and dataset …
This paper introduces CrackNet, an advanced crack detection model built upon the YOLOv9 architecture, which integrates a fusion attention module and task space disentanglement to …
Road Crack Detection Using Deep Convolutional Neural …
Apr 18, 2019 · In this paper, we propose a novel road crack detection algorithm based on deep learning and adaptive image segmentation. Firstly, a deep convolutional neural network is …
Pixel-Level Detection of Cracks Based on Loop Semantic Diffusion ...
May 7, 2025 · “Enhanced automatic detection of road surface cracks by combining 2D/3D image processing techniques.” In Proc., 2014 IEEE Int. Conf. on Image Processing (ICIP), 778–782.
Automatic road crack detection and classification using image ...
In this study, we propose an integrated model includes a heuristic image segmentation technique for crack detection. Furthermore, the accuracy of various classification models such as KNN, …
Image processing-based road crack recognition and repair …
Oct 3, 2024 · Aiming at the problem that the current pavement crack detection methods have less research on the repair trajectory planning for subsequent cracks, a raod crack detection and …
Road crack detection using deep convolutional neural network
Aug 19, 2016 · Automatic detection of pavement cracks is an important task in transportation maintenance for driving safety assurance. However, it remains a challenging task d
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