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Tian-Jing Zhang

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Open access Aug 2026

The Impact of Data Augmentation Strategy Based on an Improved CNN on Traffic Sign Recognition in Complex Environments

The robustness of traffic sign recognition is the core guarantee for the safety of autonomous driving. Most existing studies focus on the innovation of Convolutional Neural Network (CNN) model architecture, yet neglect the optimization at the data level and lack targeted data augmentation schemes adapted to complex sce...

Tian-Jing Zhang · 0 citations

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