Heesang Eom

Heesang Eom

Researcher, Seoul National University Hospital

Seoul National University Hospital (Military Service)

Heesang Eom is currently a researcher at Seoul National University Hospital (Military Service). He received a BS degree in software engineering from Korea Polytechnic University in Gyeonggi, South Korea.

His research interests include bio-signal processing, deep learning algorithms and model optimization, with a focus on blood pressure estimation and medical image analysis.

Publications

Journal Articles

  • Heesang Eom, Dongseok Lee, Seungwoo Han, Yuli Sun Hariyani, Yonggyu Lim, Illsoo Sohn, Kwangsuk Park, Cheolsoo Park, “End-to-End Deep Learning Architecture for Continuous Blood Pressure Estimation Using Attention Mechanism”, Sensors, 2020, 20(8), 2338, SCIE

  • Yuli Sun Hariyani, Heesang Eom, Cheolsoo Park, “DA-CapNet: Dual Attention Deep Learning based on U-Net for Nailfold Capillary Segmentation”, IEEE Access, vol. 8, pp. 10543-10553, 2020, SCIE

  • S. Han, W. Lee, H. Eom, J. Kim and C. Park, “Detection of Arrhythmia using 1D Convolution Neural Network with LSTM model”, IEIE Transactions on Smart Processing and Computing, Vol.9 No.04, 2020

Conference Papers

  • Heesang Eom, Dongseok Lee, Seungwoo Han, Kwangsuk Park and Cheolsoo Park, “Blood Pressure Estimation Using Deep Learning based on Attention Mechanism”, u-Healthcare 2019, Kookmin University, Dec. 2019

  • Seungwoo Han, Heesang Eom, Cheolsoo Park, “End-to-End 딥러닝 기반 부정맥 분류 연구”, KOSOMBE, Incheon, Nov. 7-9, 2019

  • 엄희상, 한승우, 이동석, 박광석, 박철수, “Attention 메커니즘을 활용한 CNN-BiGRU 기반 수축기 혈압 추정”, 대한의용생체공학회 추계학술대회, 인천, Nov. 2019

  • H. Eom, S. Han, D. Lee, K. Park and C. Park, “Blood Pressure Estimation Based on Convolutional Neural Network using ECG, PPG and BCG”, International Engineering in Medicine and Biology Conference, Berlin, Germany, Jul. 2019

  • 한승우, 엄희상, 조태흠, 박광석, 박철수, “심전도와 맥파를 이용한 강화학습 기반 혈압 추정 알고리즘”, 대한의용생체공학회 춘계학술대회, 여수, May 2019

  • 엄희상, 한승우, 박광석, 이동석, 박철수, “심전도, 맥파 및 심탄도를 이용한 딥러닝 기반 혈압 추정”, 대한의용생체공학회 춘계학술대회, 여수, May 2019

  • 한승우, 엄희상, 박광석, 이동석, 박철수, “심전도와 맥파를 이용한 딥러닝 기반 실시간 혈압 추정 연구”, 한국통신학회 동계종합학술발표회, 평창, Jan. 2019

Patents

  • 박철수, 엄희상, 한승우, 율리 순 하리야니, “사용자의 혈압을 추정하기 위한 장치 및 방법 (Apparatus and Method for estimating user’s Blood Pressure)”, 출원번호: 10-2019-0179386, Dec. 2019

  • 박철수, 율리 순 하리야니, 엄희상, “사용자 인증 장치 및 방법 (Apparatus and method for learning user’s operation intention using artificial neural network)”, 출원번호: 10-2018-0160757, Dec. 2018

Interests
  • Bio-Signal Processing
  • Deep Learning Algorithms
  • Model Optimization
  • Blood Pressure Estimation
  • Attention Mechanism
  • Medical Image Segmentation
Education
  • MS in Computer Engineering

    Kwangwoon University

  • BS in Software Engineering

    Korea Polytechnic University

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