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Migyeong Gwak

4 accepted papers

2026

HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series

ICLR 2026poster

Wearable sensors provide abundant physiological time series observations, yet the resolution at which we should extract features for downstream tasks remain unclear. We hypothesize that temporal resolution is a fundamental axis of representation learning, with different clinical and behavioral outco…

Cited by 0SourcecodeScholar
2026

Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

ICML 2026poster

Biosignals acquired from different locations on the body often provide temporally ordered views of the same underlying physiological process. However, most existing self-supervised learning methods treat these signals as interchangeable views, overlooking the directional temporal dynamics that link …

Cited by 0SourceScholar
2024

Multimodal Breathing Rate Estimation Using Facial Motion and RPPG From RGB Camera

ICASSP 2024accepted

Camera-based respiratory monitoring is contactless, non-invasive, unobtrusive, and easily accessible compared to conventional wearable devices. This paper presents a novel multimodal approach to estimating breathing rate based on tracking the movement and color changes of the face through an RGB cam…

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2024

Normalization is All You Need: Robust Full-Range Contactless SpO2 Estimation Across Users

ICASSP 2024accepted

The accurate estimation of peripheral capillary oxygen saturation (SpO <inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</inf> ) is vital for monitoring respiratory health, with applications spanning medical diagnostics and fitness tracking. Remote phot…

Cited by 0SourceScholar