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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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S. Duraisamy

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Open access 2026

Real-Time Traffic Density Estimation with ROIAware DNN and Advanced YOLOv4-SSD Framework

This research proposes real-time traffic density estimation based on Deep Neural Networks (DNNs) considering Region of Interest (ROI) estimation and object detection precision. A CNN-based ROI processing strategy is used to focus vehicle detection on relevant road regions and reduce unnecessary background processing. T...

K. Mohanapriya, R. Shankar, S. Duraisamy et al. · 0 citations

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