Medical Image Processing
6G: AI Network Softwarization
Intelligent Internet of Things
Medical AI Oculomics Vision Language Action
Transformers and GAN
"Autonomous" Ad hoc and Sensor Networks
Foundation Models(LLM, LMM, and VLM)
Graph Neural Networks Reinforcement Learning
Human "Things" Interactions(Things: Robot, Drone, Energy)
학력
(Ph.D.) 美 텍사스주립대 컴퓨터공학과
약력/경력
2020/07- 과기정통부 ICT명품인재양성사업단장
2015/09- 미래창조과학부 Grand-ITRC 센터장
2013/07- 미래부 국과심 특위위원
2010/09- 교육부 중점연구소 연구소장
2010/09- 컨버젼스연구소 연구소장
2005/09 교육과학기술부 대학ITRC 센터장
1998.03- 성균관대학교 컴퓨터공학 교수
학술지 논문
(2026)
Curated Collaborative AI Edge with Network Data Analytics for B5G/6G Radio Access Networks.
IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING.
1,
1
(2025)
Multi-scale feature enhancement in multi-task learning for medical image analysis.
ARTIFICIAL INTELLIGENCE IN MEDICINE.
(2025)
Deep Resource Localization with Traffic Prediction for Adaptive Multi-access Edge Computing Management.
JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT.
34,
1
(2025)
Ultrawidefield-to-Conventional Fundus Image Translation with Scaled Feature Registration and Distorted Vessel Correction.
BIOENGINEERING-BASEL.
12,
10
(2025)
Deep reinforced traffic-aware CPU allocation in centralized RAN.
SCIENTIFIC REPORTS.
15,
1
(2025)
In-time Conditional Handover for B5G/6G.
COMPUTER COMMUNICATIONS.
236,
(2025)
Respiratory Anomaly and Disease Detection using Multi-Level Temporal Convolutional Networks.
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS.
(2024)
Automatic rib segmentation and sequential labeling via multi-axial slicing and 3D reconstruction.
APPLIED INTELLIGENCE.
54,
24
(2024)
Adaptive Clustering and Scheduling for UAV-Enabled Data Aggregation.
ELECTRONICS.
13,
16
(2024)
GCN-Based LSTM Autoencoder with Self-Attention for Bearing Fault Diagnosis.
SENSORS.
24,
15
(2024)
Layer Decomposition Learning Based on Discriminative Feature Group Split With Bottom-Up Intergroup Feature Fusion for Single Image Deraining.
IEEE ACCESS.
12,
(2024)
Active Neighbor Exploitation for Fast Data Aggregation in IoT Sensor Networks.
IEEE INTERNET OF THINGS JOURNAL.
11,
8
(2024)
Retinal Disease Diagnosis Using Deep Learning on Ultra-Wide-Field Fundus Images.
DIAGNOSTICS.
14,
1
(2024)
VEAD: Variance profile Exploitation for Anomaly Detection in real-time IoT data streaming.
INTERNET OF THINGS.
(2023)
RASM: Resource-Aware Service Migration in Edge Computing based on Deep Reinforcement Learning.
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING.
182,
(2023)
Prediction of Quantum Yields of Monolayer WS2 by Machine Learning.
ADVANCED OPTICAL MATERIALS.
12,
10
2008.02 Recognition of Service Award in Appreciation for Contributions to ACM
2008.01 Listed in The Marquis Who’s Who Publications Board
2007.12 정보통신연구진흥원 표창장
2007.06 한국인터넷정보학회 공로상
2006.06 성균관대 정보통신공학부 논문부분 최우수교수상
2005.12 BK21 우수사업단 선정(사업팀장) 부총리상
2005.05 성균관대 정보통신공학부 논문부분 최우수교수상
2004.05 성균관대 정보통신공학부 논문부분 최우수교수상, 교육부분 최우수교수상
학술회의논문
(2026)
Post-training Feature Pruning for Fundus Images Classification.
Conference on Computer Vision and Pattern Recognition.
미국
(2026)
Inductive Bias Matters: Benchmarking CNNs, Transformers, and Hybrid Architectures for Diabetic Retinopathy Grading.
IMCOM2026.
베트남
(2026)
When Time Series Data Become Images: U-Net for Network Traffic Prediction.
IMCOM2026.
베트남
(2025)
Self-Propagative Multi-Task Learning for Predicting Cardiometabolic Risk Factors.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2024)
Visual-Textual Matching Attention for Lesion Segmentation in Chest Images.
International Conference on Medical Image Computing and Computer Assisted Interventions.
모로코
(2024)
Cross Feature Fusion of Fundus Image and Generated Lesion Map for Referable Diabetic Retinopathy Classification.
Asian Conference on Computer Vision.
베트남
(2024)
Collaborative User Mobility Prediction in Distributed Edge Computing Framework.
IEEE International Conference on Mobile Adhoc and Sensor Systems.
대한민국
(2024)
Deep Tailored Dynamic Registration in B5G/6G with Lightweight Recurrent Model.
IEEE/IFIP Network Operations and Management Symposium.
대한민국
(2024)
Deep UAV Path Planning with Assured Connectivity in Dense Urban Setting.
IEEE/IFIP Network Operations and Management Symposium.
대한민국
(2024)
Graph Neural Networks for IoT Data Aggregation Scheduling.
IEEE/IFIP Network Operations and Management Symposium.
대한민국
(2021)
Location-Aware Task Offloading for MEC-based High Mobility Service.
The 35th International Conference on Information Networking (ICOIN 2021).
대한민국
(2021)
Lightweight Deep Extraction Networks for Single Image De-raining.
The 15th International Conference on Ubiquitous Information Management and Communication (IMCOM).
대한민국
(2021)
BCGAN: Facial Expression Synthesis by Bottleneck-Layered Conditional Generative Adversarial Networks.
International Conference on Ubiquitous Information Management and Communication.
대한민국
(2021)
Inter-dependent LSTM: Baseball Game Prediction with Starting and Finishing Lineups.
The 15th International Conference on Ubiquitous Information Management and Communication (IMCOM).
대한민국
전시/발표회
(2025)
ITRC 인재양성대전 2025.
대한민국,
(2024)
ITRC 인재양성대전 2024.
대한민국,
(2023)
ITRC 인재양성대전 2023.
대한민국,
(2022)
ITRC 인재양성대전 2022.
대한민국,
(2019)
ITRC Forum 2019.
대한민국,
(2018)
ITRC Forum 2018.
대한민국,
(2017)
ITRC Forum 2017.
대한민국,
(2016)
ITRC Forum 2016.
대한민국,
(2015)
ITRC Forum 2015.
대한민국,
(2014)
ITRC Forum 2014.
대한민국,
(2014)
이공분야 대학중점연구소 성과전시회.
대한민국,
(2013)
ITRC 2013 포럼.
대한민국,
(2012)
공군 정보통신 발전 국제 세미나.
대한민국,
(2012)
ITRC 포럼 2012.
대한민국,
(2012)
대학중점연구소 전시회.
대한민국,
(2011)
ITRC Forum 2011 (대학정보통신연구센터 전시회 2011).
대한민국,
발전기금
