Seongchan Park

Ph.D. Student, Department of Plasma Bio Display

Kwangwoon University, Seoul, South Korea

Research Keywords : AI - [Biomedical(EMG, rPPG), Lightweight(Qunatization), Personailzation]

About

I am a Ph.D. student at Kwangwoon University, advised by Prof. Soonchul Kwon, working on AI for real-world biomedical sensing.
My research focuses on lightweight architectures and quantization that keep clinical-grade accuracy while fitting the compute budget of wearable and embedded devices.
I work on deep learning for physiological signals - camera-based rPPG and surface EMG (sEMG) - and on personalized models and System that adapt to individual users with minimal calibration data.

Eduction

Ph.D.
- Kwangwoon University, Seoul, South Korea (2025.09 - Present)
- Department of Plasma Bio Display

M.S
- Kwangwoon University, Seoul, South Korea (2023.09 - 2025.08)
- Department of Plasma Bio Display

Publications

EfficientMedFormer: A directional decomposition approach for lightweight medical image classification

Seongchan Park, Jinbin Kim, Seunghyun Lee, Soonchul Kwon*

Knowledge-Based Systems (2026)

A study on the implementation of temporal noise-robust methods for acquiring vital signs

Seongchan Park, Heejun Youn, Seunghyun Lee, Soonchul Kwon*

IEEE Access (2024)

[paper], [code]

Implementation of smart farm systems based on fog computing in artificial intelligence of things environments

Sukjun Hong, Seongchan Park, Heejun Youn, Jongyong Lee, Soonchul Kwon*

MDPI Sensors (2024)

[paper], [code]

Awards and Honors

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