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Author

R. Marcelino

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Conference Aug 2026

Driver Distraction Detection under Active Infrared Illumination on the ESP32: Hardware Customization and Geometric Optimization

Driver distraction is the leading cause of traffic accidents, demanding driver assistance systems accessible to aging fleets in developing countries. This paper presents the development and performance evaluation of a low-cost edge computing node (Edge AI) for distraction detection based on the ESP32-CAM microcontrolle...

Vagner da Silva Rodrigues, Jonas Pereira Geremias, R. Marcelino · 0 citations
Conference Aug 2026

Embedded TinyML for Driver Drowsiness Detection

Driver drowsiness is a relevant road-safety risk. This paper presents the deployment of a TinyML image classifier on the Seeed Studio XIAO ESP32-S3 Sense. A convolutional neural network was trained on the Driver Drowsiness Dataset using Edge Impulse, quantized to INT8 and integrated into an Arduino firmware. Float32 an...

Willian de Souza Felisberto, R. Marcelino · 0 citations

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