UR2M: Uncertainty and Resource-Aware Event Detection on Microcontrollers

no code implementations • 14 Feb 2024 • Hong Jia, Young D. Kwon, Dong Ma, Nhat Pham, Lorena Qendro, Tam Vu, Cecilia Mascolo

This limitation hinders the feasibility of many important on-device wearable event detection (WED) applications, such as heart attack detection.

Event Detection Uncertainty Quantification

An Unobtrusive and Lightweight Ear-worn System for Continuous Epileptic Seizure Detection

no code implementations • 1 Jan 2024 • Abdul Aziz, Nhat Pham, Neel Vora, Cody Reynolds, Jaime Lehnen, Pooja Venkatesh, Zhuoran Yao, Jay Harvey, Tam Vu, Kan Ding, Phuc Nguyen

Epilepsy is one of the most common neurological diseases globally, affecting around 50 million people worldwide.

EEG Seizure Detection

A Large-Scale Study of a Sleep Tracking and Improving Device with Closed-loop and Personalized Real-time Acoustic Stimulation

no code implementations • 4 Nov 2022 • Anh Nguyen, Galen Pogoncheff, Ban Xuan Dong, Nam Bui, Hoang Truong, Nhat Pham, Linh Nguyen, Hoang Huu Nguyen, Sy Duong-Quy, Sangtae Ha, Tam Vu

Various intervention therapies ranging from pharmaceutical to hi-tech tailored solutions have been available to treat difficulty in falling asleep commonly caused by insomnia in modern life.

Sleep Staging

Robust Handwriting Recognition with Limited and Noisy Data

no code implementations • 18 Aug 2020 • Hai Pham, Amrith Setlur, Saket Dingliwal, Tzu-Hsiang Lin, Barnabas Poczos, Kang Huang, Zhuo Li, Jae Lim, Collin McCormack, Tam Vu

Despite the advent of deep learning in computer vision, the general handwriting recognition problem is far from solved.

Data Augmentation Handwriting Recognition +2