Author

Anaxon Muqimova

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Open access Sep 2026

ADVANCED REAL-TIME TRAFFIC SIGN SEGMENTATION AND CLASSIFICATION USING HYBRID DEEP CONVOLUTIONAL ARCHITECTURES ON GTSDB AND BENCHMARK DATASETS

A rigorous comparative analysis of deep learning models, specifically U-Net, Mask R-CNN, and YOLOv8-Seg, for real-time traffic sign segmentation is presented, finding that YOLOv8-Seg achieves an optimal trade-off with a mean Average Precision.

Anaxon Muqimova · Techscience uz - Topical Iss... · 0 citations