YeongHyeon Park
YeongHyeon Park
E-mail:
SungKyunKwan University (SKKU) (2022.02 - 2025.02)
Ph.D. in Electrical and Computer Engineering (GPA: 4.17/4.5)
Hankuk University of Foreign Studies (HUFS) (2018.03 - 2020.02)
M.S. in Computer and Electronic Systems Engineering (GPA: 4.43/4.5)
Hankuk University of Foreign Studies (HUFS) (2012.02 - 2018.02)
B.S. in Digital Information Engineering (GPA: 4.21/4.5)
Military Service: Republic of Korea Army, Sergeant, Honorable Discharge (2013.08 - 2015.05)
CHA University (2026.03 - )
Assistant Professor
The University of Texas MD Anderson Cancer Center (2025.08 - 2026.02)
Brachytherapy Treatment Planning Algorithm
SK Planet Co., Ltd. (2019.09 - 2025.04)
Research and Develop the Anomaly Detection System
Sungkyunkwan University (SKKU) (2021.10 - 2025.01)
Anomaly Detection
Computer Vision
Hankuk University of Foreign Studies (HUFS) (2017.09 - 2019.08)
Medical Data Analysis (ECG, Neuroimage, Mammography)
Anomaly Detection
StoryAnt INC. (2017.01 - 2017.02)
intelligent archive system for historical document classification
Journal
[J8] YeongHyeon Park, Sungho Kang, Myung Jin Kim, Yeonho Lee, Hyeong Seok Kim, and Juneho Yi “Visual Defect Obfuscation Based Self-Supervised Anomaly Detection”, Scientific Reports, Aug.2024
[J7] YeongHyeon Park, Myung Jin Kim, Uju Gim, and Juneho Yi “Boost-Up Efficiency of Defective Solar Panel Detection with Pre-Trained Attention Recycling”, IEEE Transactions on Industry Applications, Mar.2023
[J6] YeongHyeon Park and JongHee Jung “Efficient Non-Compression Auto-Encoder for Driving Noise-Based Road Surface Anomaly Detection”, IEEJ Transactions on Electrical and Electronic Engineering, Jul.2022
[J5] YeongHyeon Park, Won Seok Park, and Yeong Beom Kim “Anomaly detection in particulate matter sensor using hypothesis pruning generative adversarial network”, ETRI Journal, Dec.2020
[J4] YeongHyeon Park, Il Dong Yun, and Si-Hyuck Kang, “The CNN-based Coronary Occlusion Site Localization with Effective Preprocessing Method”, IEEJ Transactions on Electrical and Electronic Engineering, Vol.15, no.10, pp.1549-1551, Aug.2020
[J3] YeongHyeon Park, Il Dong Yun, and Si-Hyuck Kang, “Preprocessing Method for Performance Enhancement in CNN-based STEMI Detection from 12-lead ECG”, IEEE Access, Vol.7, pp.99964-99977, Jul.2019
[J2] YeongHyeon Park and Il Dong Yun, “Arrhythmia detection in electrocardiogram based on recurrent neural network encoder–decoder with Lyapunov exponent”, IEEJ Transactions on Electrical and Electronic Engineering, Vol.14, no.8, pp. 1273-1274, May.2019
[J1] YeongHyeon Park and Il Dong Yun, “Fast Adaptive RNN Encoder-Decoder for Anomaly Detection in SMD Assembly Machine”, Sensors, Vol.18, no.10, pp.3573, Oct.2018
Conference
[C13] YeongHyeon Park, Sungho Kang, Myung Jin Kim, Hyeong Seok Kim, and Juneho Yi “Feature Attenuation of Defective Representation Can Resolve Incomplete Masking on Anomaly Detection”, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPR-W) 2025
[C12] YeongHyeon Park, Myung Jin Kim, Hyeong Seok Kim “Contrastive Language Prompting to Ease False Positives in Medical Anomaly Detection”, IEEE International Symposium on Biomedical Imaging (ISBI) 2025
[C11] YeongHyeon Park∗, Sungho Kang∗, Myung Jin Kim, Yeonho Lee, and Juneho Yi “Exploiting Connection-Switching U-Net for Enhancing Surface Anomaly Detection”, IEEE International Conference on Electrical, Control and Instrumentation engineering (ICECIE) 2024 (∗ Equal contribution)
[C10] YeongHyeon Park, Sungho Kang, Myung Jin Kim, Hyeonho Jeong, Hyunkyu Park, Hyeong Seok Kim, and Juneho Yi “Neural Network Training Strategy to Enhance Anomaly Detection Performance: A Perspective on Reconstruction Loss Amplification”, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2024
[C9] Hanbyul Lee∗, YeongHyeon Park∗, and Juneho Yi “Enhancing Defective Solar Panel Detection with Attention-guided Statistical Features using Pre-trained Neural Networks”, IEEE International Conference on Big Data and Smart Computing (BigComp) 2024 (∗ Equal contribution)
[C8] YeongHyeon Park, Uju Gim, and Myung Jin Kim “Edge Storage Management Recipe with Zero-Shot Data Compression for Road Anomaly Detection”, IEEE International Conference on Information and Communication Technology Convergence (ICTC) 2023
[C7] Sungho Kang, Hyunkyu Park, YeongHyeon Park, Yeonho Lee, Hanbyul Lee, Seho Bae, and Juneho Yi “Exploiting Monocular Depth Estimation for Style Harmonization in Landscape Painting”, IEEE International Conference on Knowledge Innovation and Invention (ICKII) 2023
[C6] Hyunkyu Park, Sungho Kang, YeongHyeon Park, Yeonho Lee, Hanbyul Lee, Seho Bae, and Juneho Yi “Unsupervised Image-to-Image Translation Based on Bidirectional Style Transfer”, IEEE International Conference on Knowledge Innovation and Invention (ICKII) 2023
[C5] YeongHyeon Park, Myung Jin Kim, Won Seok Park, and Juneho Yi “Recycling for Recycling: RoI Cropping by Recycling a Pre-trained Attention Mechanism for Accurate Classification of Recyclables”, IEEE International Conference on Smart Information Systems and Technologies (SIST) 2023
[C4] YeongHyeon Park, Myung Jin Kim, and Won Seok Park “Frequency of Interest-based Noise Attenuation Method to Improve Anomaly Detection Performance”, IEEE International Conference on Big Data and Smart Computing (BigComp) 2023
[C3] YeongHyeon Park, Myung Jin Kim, and Uju Gim “Attention! Is Recycling Artificial Neural Network Effective for Maintaining Renewable Energy Efficiency?”, IEEE Texas Power and Energy Conference (TPEC) 2022
[C2] YeongHyeon Park and JongHee Jung “Non-Compression Auto-Encoder for Detecting Road Surface Abnormality via Vehicle Driving Noise”, IEEE International Conference on Architecture, Construction, Environment and Hydraulics (ICACEH) 2021
[C1] YeongHyeon Park and Myung Jin Kim “Design of Cost-Effective Auto-Encoder for Electric Motor Anomaly Detection in Resource Constrained Edge Device”, IEEE Eurasia Conference on IOT, Communication and Engineering (ECICE) 2021
NVIDIA DLI Certificate - Deep Learning for Industrial Inspection. NVIDIA
Big Data Analysis Engineer. Korea Data Agency
NVIDIA DLI Certificate - Applications of AI for Anomaly Detection. NVIDIA
Advanced Data Analytics Semi-Professional. Korea Data Agency
Deep Learning Specialization. Coursera
Graphic Technical Qualification. Korea Productivity Center
US Patents
[US-P4] US12510515B2, Apparatus and method for analyzing road surface condition, Dec.2025.
[US-P3] US12468948B2, Apparatus and method for anomaly detection, Nov.2025.
[US-P2] US12442796B2, Apparatus and Method for Analyzing Road Surface Condition based on Vehicle Noise, Oct.2025.
[US-P1] US12300101B2, Apparatus and System for Detecting Road Surface Condition and Method for Detecting Road
Surface Condition by Using Same, May.2025.
Korea Patents
[KR-P7] KR102843506B1, Apparatus for detecting abnormality of Particulate Matter sensor based on hypothetical pruning Generative Adversarial Network (HP-GAN) and method therefor, Aug.2025.
[KR-P6] KR102737477B1, Management Method of Foreign Matter for Liquid Products based on a Graph and an Device Supporting the Same, Nov.2024.
[KR-P5] KR102737476B1, Management Method of Foreign Matter for Liquid Products and an Device Supporting the Same, Nov.2024.
[KR-P4] KR102609459B1, Road condition detection device and system, road condition detection method using the same, Dec.2021.
[KR-P3] KR102451751B1, ECG preprocessing method and STEMI detection method, Sep.2022.[KR-P2] KR102346533B1, Road condition detection device and system, road condition detection method using the same, Dec.2021.
[KR-P1] KR102179040B1, Apparatus and Method for Anomaly Detection of SMD Assembly Device Operation based on Deep Learning, Nov.2020.
Journal Reviewer
Results in Engineering (Apr. 2025 - )
Computers and Electrical Engineering (Feb. 2025 - )
International Journal of Computational Intelligence Systems (Dec. 2024 - )
Multimedia Systems (Dec. 2024 - )
IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT) (Sep. 2024 - )
IEEE Signal Processing Letters (Aug. 2024 - )
Electronics Letters (Jan. 2024 - )
Signal, Image and Video Processing (Jan. 2024 - )
Scientific Reports (Sep. 2023 - )
The Journal of Supercomputing (Aug. 2023 - )
IEEE Access (Jun. 2021 - )
Conference Reviewer
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2025, 2026
IEEE International Joint Conference on Neural Networks (IJCNN) 2025, 2026
IEEE International Conference on Big Data and Smart Computing (BigComp) 2025
Leadership & Service
Samsung Electronics Social Communication Reporters Group (Sep. 2016 - Jan. 2017)