Traffic Sign Detection via Improved Sparse R-CNN for Autonomous Vehicles

• Published in: Journal of advanced transportation Vol. 2022; pp. 1 - 16
• Main Authors: Liang, Tianjiao, Bao, Hong, Pan, Weiguo, Pan, Feng
• Format: Journal Article
• Language: English
• Published: London Hindawi 01.03.2022; John Wiley & Sons, Inc; Wiley
• Subjects: Accuracy; Algorithms; Augmentation; Autonomous vehicles; Candidates; Computer vision; Data acquisition; Data collection; Datasets; Deep learning; Design; Driverless cars; Feature extraction; Methods; Proposals; Semantics; Signs; Traffic control; Traffic signs; Transportation; Vehicles; China

Traffic sign detection is an important component of autonomous vehicles. There is still a mismatch problem between the existing detection algorithm and its practical application in real traffic scenes, which is mainly due to the detection accuracy and data acquisition. To tackle this problem, this s...