Conference
2024 October-INFORMS Annual Meeting: The Institute for Operations Research and the Management Sciences
Yongmin Kim, Yu Jun Yang, Hyunsoo Yoon*, Balanced Cross-Domain Fault Diagnosis Method in Rotating Machinery with Imbalanced Data
Beomgyo Shin, Jaeik Jeon, Hyunsoo Yoon*, SAM-Driven Explainable and Uncertainty-Aware Automatic Measurement Model in Echocardiography
Yu Jun Yang, Yongmin Kim, Hyunsoo Yoon*, Unsupervised Multi-Source Domain Adaptation in Cross-Machine Scenario with Mixed Heterogeneity
Oyekanmi O. Olatunde, Kehinde S. Oyetunde, Jihun Han, Mohammad T. Khasawneh, Hyunsoo Yoon*, Multiclass Classification of Alzheimer's Disease Clinical Stages using Sequential Feature Embeddings and Regularized Multikernel Support Vector Machine
Hoyeon Lee, Hyunsoo Yoon*, A Multi-Source Domain Generalization Method for Intelligent Fault Diagnosis Based on Domain Meta-Information
Youngje Oh, Hyunsoo Yoon*, Leveraging Domain Generalization for Improved Estimation of Remaining Useful Life
2024 May-Spring KIIE: Korea Data Mining Society
Jahoon Jeong, Hyunsoo Yoon*, TANet : Tri-Aspect Network for Camouflaged Object Detection
Yu Jun Yang, Yongmin Kim, Hyunsoo Yoon*, Unsupervised Multi-source Domain Adaptation in Cross-Machine Scenario with Mixed Heterogeneity
Yongmin Kim, Hyunsoo Yoon*, 샘플 불균형에 강건한 비지도 도메인 적응 기반 베어링 결함 진단
2024 May-Spring KIIE: Korean Institute of Industrial Engineers
Jaehwi Jeon, Youngtaek Hong*, Seung-Ah Lee, Hyuk-Jae Chang, Hyunsoo Yoon*, Differential Diagnosis of Left Ventricular Hypertrophy via Video Foundation Model
Seoyoon Jang, Yujin Lee, Hyunsoo Yoon*, AnoPT: Few-Normal-Shot Anomaly Detection via Prompt Tuning
Jihun Han, Hyunsoo Yoon*, Self-supervised Learning for Remaining Useful Life Prediction
Youngje Oh, Hyunsoo Yoon*,도메인 일반화 방법론을 이용한 잔존 유효 수명 예측 고도화
Joo Hoon Lee, Youngtaek Hong*, Seung-Ah Lee, Hyuk-Jae Chang, Hyunsoo Yoon*, 디퓨전 모델을 사용한 심장 초음파 이미지 변환
Jaehee Won, Hyunsoo Yoon*, 멀티모달 데이터 기반 대규모 언어 모델(LLM)을 이용한 주가 수익률 예측 연구
2023 November-Fall KIIE: Korean Institute of Industrial Engineers
Yujin Lee, Harin Lim, Seoyoon Jang, Hyunsoo Yoon*, UniFormaly: Towards Task-Agnostic Unified Anomaly Detection
Joonkyo Shim, Hyunsoo Yoon*, LEAT: Towards Robust Deepfake Disruption in Real-World Scenarios via Latent Ensemble Attack
Jihun Han, Hyunsoo Yoon*, 산업장비에서 정확한 잔존수명예측을 위한 고도화된 접근 방법
Jung Hun Phee, Hyunsoo Yoon*, Graphical Abstraction of Time-Series Dynamics: A Spatial Perspective for Enhanced Understanding
2023 October-INFORMS Annual Meeting: The Institute for Operations Research and the Management Sciences
Yongmin Kim, Hyunsoo Yoon*, Enhancing Bearing Fault Diagnosis in Manufacturing Through Vibration Signal Feature Extraction and 2D Image Embedding with CNN Models
Beomgyo Shin, Hyunsoo Yoon*, A Patch-Wise Fault Diagnosis Framework with Self-Supervised Learning in Limited Data Scenarios
Yu Jun Yang, Hyunsoo Yoon*, Semi-supervised Domain Adaptation via Statistics Invariant Adversarial Training
Oyekanmi O. Olatunde, William M. Duggar, David M. Caballero, Toms V. Thomas, Neha Adari, Mohammad T. Khasawneh, Hyunsoo Yoon*, Early Detection of Metastatic Tumor Recurrence Using Brain MRI
2023 June-Spring KIIE: Korean Institute of Industrial Engineers
Yongmin Kim, Hyunsoo Yoon*, 2D 이미지 임베딩을 통한 베어링 결함진단 방법론
Beomgyo Shin, Hyunsoo Yoon*, Self-supervised Learning for Fault Diagnosis with Limited Labeled Data
Yu Jun Yang, Hyunsoo Yoon*, 공정 간 도메인 적응을 통한 준지도학습 기반의 회전기계 결함 진단
Harin Lim, Yujin Lee, Hyunsoo Yoon*, SelFormaly: 이미지 이상 탐지 통합 프레임워크
2022 November-Autumn KIIE: Korean Institute of Industrial Engineers
Harin Lim, Yujin Lee, Hyunsoo Yoon*, SimVI: A Simple Visual Inspection Framework with foreground object segmentation and pre-trained model-based anomaly detection
2022 October-INFORMS Annual Meeting: The Institute for Operations Research and the Management Sciences
Jun Kataoka, Hyunsoo Yoon*, AVATAR: Adversarial self-superVised domain Adaptation network for TARget domain
Hairong Wang, et al, Biologically-informed deep neural networks provide quantitative assessment of intratumoral heterogeneity in post-treatment glioblastoma
2022 June-Spring KIIE: Korean Institute of Industrial Engineers
2021 October-INFORMS Annual Meeting: The Institute for Operations Research and the Management Sciences
Jun Kataoka, Hyunsoo Yoon*, Robust Deep Clustering Guided Adversarial Unsupervised Domain Adaptation
Jiajing Huang, Hyunsoo Yoon*, et al., Eigen-entropy: A Metric For Sampling Decision
2021 November-Autumn KIIE: Korean Institute of Industrial Engineers
Hyunsoo Yoon*, Tutorial: Types of transfer learning and research trends to improve generalization performance
Hyunsoo Yoon*, Knowledge-Infused Machine Learning