Publications

International Journal

• Visual Defect Obfuscation Based Self-Supervised Anomaly Detection
  YeongHyeon Park, Sungho Kang, Myung Jin Kim, Yeonho Lee, Hyeong Seok Kim, Juneho Yi
  Scientific Reports (Q1), 2024
  [paper] [poster]
• Boost-up Efficiency of Defective Solar Panel Detection with Pre-trained Attention Recycling
  YeongHyeon Park, Myung Jin Kim, Uju Gim, Juneho Yi
  IEEE Transactions on Industry Applications (Q1), 2023
  [paper] [slide]
• Efficient Non-Compression Auto-Encoder for Driving Noise-Based Road Surface Anomaly Detection
  YeongHyeon Park, JongHee Jung
  IEEJ Transactions on Electrical and Electronic Engineering, 2022
  [paper]
• Anomaly Detection in Particulate Matter Sensor using Hypothesis Pruning Generative Adversarial Network
  YeongHyeon Park, Won Seok Park, Yeong Beom Kim
  ETRI Journal, 2020
  [paper]
• The CNN-based Coronary Occlusion Site Localization with Effective Preprocessing Method
  YeongHyeon Park, Il Dong Yun, Si-Hyuck Kang
  IEEJ Transactions on Electrical and Electronic Engineering, 2020
  [paper]
• Preprocessing Method for Performance Enhancement in CNN-based STEMI Detection from 12-lead ECG
  YeongHyeon Park, Il Dong Yun, Si-Hyuck Kang
  IEEE Access, 2019
  [paper]
• Arrhythmia Detection in Electrocardiogram based on Recurrent Neural Network Encoder–Decoder with Lyapunov Exponent
  YeongHyeon Park, Il Dong Yun
  IEEJ Transactions on Electrical and Electronic Engineering, 2019
  [paper]
• Fast Adaptive RNN Encoder–Decoder for Anomaly Detection in SMD Assembly Machine
  YeongHyeon Park, Il Dong Yun
  Sensors, 2018
  [paper]

International Conference

• Feature Attenuation of Defective Representation Can Resolve Incomplete Masking on Anomaly Detection
  YeongHyeon Park, Sungho Kang, Myung Jin Kim, Hyeong Seok Kim, Juneho Yi
  IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPR 2025 VAND3.0 workshop)
  [paper] [poster]
• Contrastive Language Prompting to Ease False Positives in Medical Anomaly Detection
  YeongHyeon Park, Myung Jin Kim, Hyeong Seok Kim
  IEEE International Symposium on Biomedical Imaging (ISBI 2025)
  [paper] [poster]
• Encouraging LLM Thought Improvements for Medical Diagnosis Consistency
  Myung Jin Kim YeongHyeon Park
  IEEE International Symposium on Biomedical Imaging (ISBI 2025, 1-Page Paper)
  [poster]
• Exploiting Connection-Switching U-Net for Enhancing Surface Anomaly Detection
  YeongHyeon Park, Sungho Kang, Myung Jin Kim, Yeonho Lee, Juneho Yi
  IEEE International Conference on Electrical, Control and Instrumentation Engineering (ICECIE 2024)
  [paper] [slide]
• Neural Network Training Strategy to Enhance Anomaly Detection Performance: A Perspective on Reconstruction Loss Amplification
  YeongHyeon Park, Sungho Kang, Myung Jin Kim, Hyeonho Jeong, Hyunkyu Park, Hyeong Seok Kim, Juneho Yi
  IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024)
  [paper] [poster]
• Enhancing Defective Solar Panel Detection with Attention-guided Statistical Features using Pre-trained Neural Networks
  Hanbyul Lee*, YeongHyeon Park*, Juneho Yi (* Equal contribution)
  IEEE International Conference on Big Data and Smart Computing (BigComp 2024)
  [paper]
• Edge Storage Management Recipe with Zero-Shot Data Compression for Road Anomaly Detection
  YeongHyeon Park, Uju Gim, Myung Jin Kim
  IEEE International Conference on Information and Communication Technology Convergence (ICTC 2023)
  [paper] [slide]
• Exploiting Monocular Depth Estimation for Style Harmonization in Landscape Painting
  Sungho Kang, Hyunkyu Park, YeongHyeon Park, Yeonho Lee, Hanbyul Lee, Seho Bae, Juneho Yi
  IEEE International Conference on Knowledge Innovation and Invention (ICKII 2023)
  [paper]
• Unsupervised Image-to-Image Translation Based on Bidirectional Style Transfer
  Hyunkyu Park, Sungho Kang, YeongHyeon Park, Yeonho Lee, Hanbyul Lee, Seho Bae, Juneho Yi
  IEEE International Conference on Knowledge Innovation and Invention (ICKII 2023)
  [paper]
• Recycling for Recycling: RoI Cropping by Recycling a Pre-trained Attention Mechanism for Accurate Classification of Recyclables
  YeongHyeon Park, Myung Jin Kim, Won Seok Park, Juneho Yi
  IEEE International Conference on Smart Information Systems and Technologies (SIST 2023)
  [paper] [slide]
• Frequency of Interest-based Noise Attenuation Method to Improve Anomaly Detection Performance
  YeongHyeon Park, Myung Jin Kim, Won Seok Park
  IEEE International Conference on Big Data and Smart Computing (BigComp 2023)
  [paper] [slide]
• Attention! Is Recycling Artificial Neural Network Effective for Maintaining Renewable Energy Efficiency?
  YeongHyeon Park, Myung Jin Kim, Uju Gim
  IEEE Texas Power and Energy Conference (TPEC 2022)
  [paper] [slide]
• Non-Compression Auto-Encoder for Detecting Road Surface Abnormality via Vehicle Driving Noise
  YeongHyeon Park, JongHee Jung
  IEEE International Conference on Architecture, Construction, Environment and Hydraulics (ICACEH 2021)
  Best Conference Paper Award
  [paper] [award]
• Design of Cost-Effective Auto-Encoder for Electric Motor Anomaly Detection in Resource Constrained Edge Device
  YeongHyeon Park, Myung Jin Kim
  IEEE Eurasia Conference on IOT, Communication and Engineering (ECICE 2021)
  [paper]

Preprints

• ARMA Block: A CNN-Based Autoregressive and Moving Average Module for Long-Term Time Series Forecasting
  Myung Jin Kim, YeongHyeon Park, Il Dong Yun
  arXiv:2509.10324
  [paper]
• Empirical Analysis of Anomaly Detection on Hyperspectral Imaging Using Dimension Reduction Methods
  Dongeon Kim, YeongHyeon Park
  arXiv:2401.04437
  [paper]
• Concise Logarithmic Loss Function for Robust Training of Anomaly Detection Model
  YeongHyeon Park
  arXiv:2201.05748
  [paper]
• Comparison of RNN Encoder-Decoder Models for Anomaly Detection
  YeongHyeon Park, Il Dong Yun
  arXiv:1807.06576
  [paper]

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Patents

This list may not reflect the latest patent status. To check the latest patents, please visit the Google Patents site by clicking the button below.

United States (US)

• Apparatus and Method for Analyzing Road Surface Condition based on Vehicle Noise
  US Patent US12442796B2, Oct.2025.
  [link]
• Apparatus and System for Detecting Road Surface Condition and Method for Detecting Road Surface Condition by Using Same
  US Patent US12300101B2, May.2025.
  [link]

Korea (KR)

• Apparatus for detecting abnormality of Particulate Matter sensor based on hypothetical pruning Generative Adversarial Network (HP-GAN) and method therefor
  KR Patent KR102843506B1, Aug.2025.
  [link]
• Management Method of Foreign Matter for Liquid Products based on a Graph and an Device Supporting the Same
  KR Patent KR102737477B1, Nov.2024.
  [link]
• Management Method of Foreign Matter for Liquid Products and an Device Supporting the Same
  KR Patent KR102737476B1, Nov.2024.
  [link]
• Road condition detection device and system, road condition detection method using the same
  KR Patent KR102609459B1, Dec.2023.
  [link]
• ECG preprocessing method and STEMI detection method
  KR Patent KR102451751B1, Sep.2022.
  [link]
• Road condition detection device and system, road condition detection method using the same
  KR Patent KR102346533B1, Dec.2021.
  [link]
• Apparatus and Method for Anomaly Detection of SMD Assembly Device Operation based on Deeplearnig
  KR Patent KR102179040B1, Nov.2020.
  [link]