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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

This study takes the GTSRB dataset as the research object, designs a multi-dimensional scene-based data augmentation strategy, constructs an end-to-end recognition process combined with a lightweight improved CNN, and verifies the effect of the strategy through controlled experiments.

Tian-Jing Zhang · 0 citations

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