Seung Yeon Seo
Degree: M.S.
Nationality/BirthPlace: South Korea/Daegu
E-mail: sy23.seo@gmail.com, sy23.seo@yonsei.ac.kr
Current Position:
Ph.D. Student in Electrical & Electronic Engineering, Yonsei University
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EDUCATION
2023 - Current | Ph.D. Student in Electrical & Electronic Engineering, Yonsei University
2020 - 2022 | M.S. in Biomedical Engineering, University of Ulsan (Dissertation Title: Unified Deep Learning-Based Mouse Brain MR Segmentation: Template-Based Individual Brain Positron Emission Tomography Volumes-of-Interest Generation Without Spatial Normalization in Mouse Alzheimer Model (Advisor: Jungsu S. Oh, Ph.D. and Segyeong Joo))
2013 - 2019 | B.S. in Biomedical Engineering, Konkuk University, including Military Service (2014-2016)
RESEARCH INTERESTS
Medical image (PET, CT, and MRI)
Segmentation, Generation and Neural Representation
RESEARCH EXPERIENCES
2023.01 - 2023.08 | Research Assistant, Medical AI Research Center, Samsung Medical Center
2019.10 - 2022.12 | Research Assistant, Department of Nuclear Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
SCI(E) PUBLICATIONS
(My First author paper: Underlined)
Ha S, Seo SY, Park BS, Han S, Oh JS, Chae SY, Kim JS, Moon DH. Fully Automatic Quantitative Measurement of Equilibrium Radionuclide Angiocardiography Using a Convolutional Neural Network. Clinical Nuclear Medicine. 2024 Aug; 49(8):727-732 (IF 9.6)
Oh M, Oh SJ, Lee SJ, Oh JS, Seo SY, Ryu S, Roh JH, Lee JH, Kim JS. One-Year Longitudinal Changes in Tau Accumulation on [18F] PI-2620 PET in the Alzheimer Spectrum. Journal of Nuclear Medicine. 2024 Mar; 65(3):453-461 (IF 9.1)
Han S, Oh JS, Seo SY, LeeJJ. Performance of deep learning models for response evaluation on whole-body bone scans in prostate cancer. Annals of Nuclear Medicine. 2023 Dec; 37(12):685-694 (IF 2.5)
Kim MS, Oh JS, Seo SY, Kim JS, Han YM, Kim JH, Kang SY. Scaling problem in Parkinson's disease patients with pain. Parkinsonism & Related Disorders. 2023 Nov; 116:105868 (IF 3.1)
Lee K, Kim Y, Oh JS, Seo SY, Yun JK, Lee GD, Choi S, Kim HR, Kim Y, Kim DK, Park S, Ryu J. [18F]fluorodeoxyglucose positron emission tomography/computed tomography characteristics of primary mediastinal germ cell tumors. Scientific Reprot. 2023 Oct 17; 12 (1): 17619 (IF 3.8)
Seo SY, Kim SJ, Oh JS, Chung J, Kim SY, Oh SJ, Joo S, Kim JS. Unified Deep Learning-Based Mouse Brain MR Segmentation: Template-Based Individual Brain Positron Emission Tomography Volumes-of-Interest Generation Without Spatial Normalization in Mouse Alzheimer Model. Front Aging Neurosci. 2022 Mar 4;14:807903 (IF 5.702)
Han S, Oh JS, Kim YI, Seo SY, Lee GD, Park MJ, Choi S, Kim HR, Kim YH, Kim DK, Park SI, Ryu JS. Fully Automatic Quantitative Measurement of 18F-FDG PET/CT in Thymic Epithelial Tumors Using a Convolutional Neural Network. Clin Nucl Med. 2022 Jul 1;47(7):590-598 (IF 10.782)
Han S, Kim YI, Oh JS, Seo SY, Park MJ, Lee GD, Choi S, Kim HR, Kim YH, Kim DK, Park SI, Ryu JS. Diagnostic and prognostic values of 2-[18F]FDG PET/CT in resectable thymic epithelial tumour. Eur Radiol. 2022 Feb;32(2):1173-1183 (IF 7.034)
Chae SY, Son HJ, Lee DY, Shin E, Oh JS, Seo SY, Baek S, Kim JY, Na SJ, Moon DH. Comparison of diagnostic sensitivity of [18F]fluoroestradiol and [18F]fluorodeoxyglucose positron emission tomography/computed tomography for breast cancer recurrence in patients with a history of estrogen receptor-positive primary breast cancer. EJNMMI Res. 2020 May 24;10(1):54 (IF 3.138)
Kim JH, Seo SY, Song CG, Kim KS. Assessment of Electrocardiogram Rhythms by GoogLeNet Deep Neural Network Architecture. J Healthc Eng. 2019 Apr 28;2019:2826901 (IF 2.682)
DOMESTIC JOURNAL PUBLICATION
(My First author paper: Underlined)
Seo SY, Oh JS, Chung J, Kim SY, Kim JS. MR Template-Based Individual Brain PET Volumes-of-Interest Generation Neither Using MR nor Using Spatial Normalization, Nuclear Medicine and Molecular Imaging, 2022 Oct 04 (IF 1.647)
Suh W, Baek SU, Oh JS, Seo SY, Kim JS, Han YM, Kim MS, Kang SY. Retinal Thickness and Its Interocular Asymmetry Between Parkinson’s Disease and Drug-Induced Parkinsonism, Journal of Korean Medical Science, 2023 Mar; 38(11):e86 (IF 3.0)
CONFERENCE ABSTRACTS
Seo SY et al., A highly reproducible ejection fraction estimation through PACS data-driven deep learning for automatic segmentation of diastole and systole regions of interest in ERNA scans, The European Association of Nuclear Medicine 2022, Barcelona, Spain– Oral
Seo SY et al., Template-based individual brain PET volumes-of-interest generation without spatial normalization in mouse Alzheimer model without MR, The Alzheimer’s Association International Conference® 2022, San Diego, CA, USA – Poster presentation
Seo SY et al., 딥러닝 기반의 생쥐 뇌 실질 및 관심영역 구획화 : 공간정규화 과정이 필요 없는 표준판 기반의 개별 뇌 관심영역 생성, The Korean Society of Nuclear Medicine 2021, Seoul, Republic of Korea – Young Investigator Award Competition
Seo SY et al., 딥러닝 기반의 대뇌피질 구획화를 통한 3D T1이 필요없는 뇌 FDG PET의 정량분석, The Korean Society of Nuclear Medicine 2020, Seoul, Republic of Korea – Oral
Seo SY et al., F-18 Florbetaben(FBB) PET의 확률적 관심영역 표준판을 이용한 정량화가 3DT1 MR 기반 정량화를 대체할 수 있는가?, The Korean Society of Nuclear Medicine 2020, Seoul, Republic of Korea – Oral
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