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
· Mathematical Modeling and Al... · 0 citations