8 citations · 9 across the 4 of their papers we have counts for
4 papers
Soli-enabled Noncontact Heart Rate Detection for Sleep and Meditation Tracking
Luzhou Xu, Jaime Lien, Haiguang Li +17
Heart rate (HR) is a crucial physiological signal that can be used to monitor health and fitness. Traditional methods for measuring HR require wearable devices, which can be inconv…
Enhancing User Experience in On-Device Machine Learning with Gated Compression Layers
Haiguang Li, Usama Pervaiz, Joseph Antognini +4
On-device machine learning (ODML) enables powerful edge applications, but power consumption remains a key challenge for resource-constrained devices. To address this, developers of…
Dynamic Switch Layers For Unsupervised Learning
Haiguang Li, Usama Pervaiz, Michał Matuszak +4
On-device machine learning (ODML) enables intelligent applications on resource-constrained devices. However, power consumption poses a major challenge, forcing a trade-off between…
Gated Compression Layers for Efficient Always-On Models
Haiguang Li, Trausti Thormundsson, Ivan Poupyrev +1
Mobile and embedded machine learning developers frequently have to compromise between two inferior on-device deployment strategies: sacrifice accuracy and aggressively shrink their…