Efficient traffic sign recognition using YOLO for intelligent transport systems

Abstract Accurate traffic sign recognition (TSR) is critical for enhancing the safety and reliability of autonomous driving systems. This study proposes an optimized YOLOv5-based framework to address challenges such as small-scale detection, environmental variability, and real-time processing constr...

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Bibliographic Details
Main Authors: Cong Wang, Bin Zheng, Chenxing Li
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-98111-y
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