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Shatakshi Saxena on Muck Rack

Shatakshi Saxena

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Articles

Low-light driver drowsiness detection for real-time safety assistance using dual attention mechanisms in deep learning model

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By Shailendra Tiwari Verified, Harish Kumar Shakya, Shatakshi Saxena, Manju Khurana
| Nature Verified
Abstract This research presents a robust real-time driver drowsiness detection system employing deep learning, attention mechanisms, and explainable AI (XAI) techniques to address this critical safety concern. The system integrates a fine-tuned InceptionV3 baseline with dual attention mechanisms, i.e., spatial and channel attention mechanisms, alongside a Low-Light Fine-Tuned LLFormer, to enhance detection performance in complex scenarios such as low-light conditions and occluded facial features.
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