Automatic real-time crack detection using lightweight deep learning ...
Dec 1, 2024 · We propose deep learning models for real-time crack detection using different segmentation methods, where some backbone networks and segmentation methods have not …
Deep learning with Python for crack detection
Mar 3, 2021 · Artificial Intelligence takes the lead, and more specifically, Deep Learning by training our machines to be able to replace the human in the tedious task of detecting cracks …
DeepCrack: Learning Hierarchical Convolutional Features for Crack Detection
In this paper, we propose DeepCrack-an end-to-end trainable deep convolutional neural network for automatic crack detection by learning high-level features for crack representation. In this …
Deep neural networks for crack detection inside structures
Feb 23, 2024 · We found that a robust backbone network, such as Densely Connected Convolutional Network (DenseNet) can effectively extract the features characterizing cracks of …
A Comprehensive Review of Deep Learning-Based Crack Detection …
Jan 27, 2022 · Numerous deep learning-based crack detection studies have been proposed which are categorised into studies based on (i) image classification (IC), (ii) object recognition (OR), …
A review of image-based deep learning methods for crack detection ...
Mar 12, 2025 · Crack detection means the detection of cracks in images obtained by data acquisition and this detection is done by a fully computerized method so that no human …
Evaluation Model for Crack Detection with Deep Learning: …
Dec 24, 2024 · In recent years, image-based deep learning methods have emerged as potent tools for automatic crack detection. In this study, five deep learning object detection …
Deep learning-based crack detection method for civil …
Mar 19, 2025 · In this paper, an improved crack detection method is proposed in combination with YOLO v8s target detection algorithm, aiming to improve the crack recognition accuracy and …
Segment Any Crack: Deep Semantic Segmentation Adaptation for Crack …
Apr 19, 2025 · Image-based crack detection algorithms are increasingly in demand in infrastructure monitoring, as early detection of cracks is of paramount importance for timely …
Deep learning-based three-dimensional crack damage detection …
Apr 23, 2024 · To address this challenge, this paper presents a deep learning-based three-dimensional crack detection method that utilizes light detection and ranging (LiDAR) point …