Road crack detection based on improved RT-DETR
5 days ago · Road cracks not only pose traffic safety hazards but also further damage pavement structures and increase maintenance costs. Current mainstream crack detection methods …
Vehicular Road Crack Detection with Deep Learning: A New …
Mar 23, 2025 · This paper thoroughly reviews the SoTA deep learning-based algorithms, including (1) supervised, (2) unsupervised, (3) semi-supervised, and (4) weakly-supervised methods …
Lightweight deep learning for real-time road distress ... - Nature
May 6, 2025 · The training process employed the adaptive learning rate tuning algorithm RMSProp ... Shi, Y. et al. Automatic road crack detection using random structured forests. …
USSC-YOLO: Enhanced Multi-Scale Road Crack Object Detection Algorithm …
Aug 28, 2024 · In light of the above, we propose a USSC-YOLO-based target detection algorithm for unmanned aerial vehicle (UAV) road cracks based on machine vision. The algorithm aims …
Road Crack Detection Algorithm Based on Improved YOLOv8
Aiming at the problems of low recognition accuracy, high false detection rate and false detection rate of existing road crack detection, an improved road crack detection algorithm YOLOv8-YP …
Apr 1, 2025 · Road crack detection has advanced with adaptive classification systems, hybrid algorithms, and machine learning techniques to enhance accuracy and efficiency. Adaptive …
Overview and optimization strategy of road crack detection based …
Dec 26, 2024 · This paper comprehensively reviews the YOLOv8 algorithm and its application in road crack detection, focusing on the advantages of the algorithm in real-time target detection …
AUTOMATIC ROAD CRACK RECOGNITION BASED ON DEEP LEARNING …
In this paper, the YOLOv4 deep learning network is used to recognize four types of cracks transverse, longitudinal, alligator, and oblique cracks utilizing a set of 2000 RGB visible …
UAV-based road crack object-detection algorithm - ScienceDirect
Oct 1, 2023 · To address the difficulties of intricate crack morphology, similar color to the road, and small crack area, this paper describes a UAV road crack object-detection algorithm using …
A lightweight road crack detection algorithm based on improved …
Apr 25, 2024 · Based on the analysis of existing road crack detection methods, we proposed YOLOv7-BiFPN-G, a lightweight and efficient road crack detection algorithm, to solve the …
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