Real-Time Intelligent Detection and Recognition Algorithm for Road Distress.
The Real-Time Intelligent DetecThe real-time intelligent detection and identification algorithm for road defects is a set of road condition survey and inspection solutions designed specifically for traffic management departments. This algorithm can detect and identify road defects in real time on the collected video stream while the vehicle is driving, and quickly feed back the detection results to the control terminal. This realizes the on-site detection, identification and immediate disposal of road defects, improving the efficiency of road maintenance. The algorithm combines the lightweight architecture of deep neural networks with the reinforcement learning technology of road defect features. It is specifically designed for the rapid and accurate detection and rapid identification of road cracks, potholes, repairs and other road defects in complex environments (such as different lighting conditions, the presence of obstructions, etc.), providing strong technical support for traffic management departments to ensure safe and smooth roads, reduce the risk of traffic accidents, and improve the public travel experience.tion and Recognition Algorithm for Road Defects is a dedicated solution for road condition survey and inspection designed for transportation management departments. This algorithm enables real-time detection and recognition of road defects in video streams collected during vehicle travel and promptly feeds back the detection results to the control terminal. This achieves on-site detection, recognition, and immediate handling of road defects, enhancing road maintenance efficiency. The algorithm integrates a lightweight architecture of deep neural networks with enhanced learning techniques for road defect characteristics, specifically targeting rapid and accurate detection and recognition of road surface defects such as cracks, pits, and patches under complex environments (e.g., varying lighting conditions, presence of obstructions). It provides powerful technical support for transportation management departments, ensuring road safety and smooth traffic flow, reducing the risk of traffic accidents, and improving the public travel experience.