이경수
- 전공
- 딥러닝/의료수학/영상처리
- 직급
- 조교수
- 이메일
- ksl@jbnu.ac.kr
- 사이트
- https://jbnu.macs.or.kr
- 연구분야
- 연구실
- 의료인공지능 및 계산과학 연구실(공대7호관 621호) / 교수연구실(공대7호관 626호)
- 전화번호
- 063 - 270- 2406
- 담당강의
- 자료구조,데이터베이스,웹서비스설계,오픈소스소프트웨어개발
경력
주요 연구실적
논문
AI/CS Conference
*1. Kyungsu Lee , Haeyun Lee , and Jae Youn Hwang * . "Connectome Mapping: Shape-Memory Network via Interpretation of Contextual Semantic Information" , The Thirteenth International Conference on Learning Representations (ICLR2025) .
*2. Kyungsu Lee † , Haeyun Lee † , Thiago Coutinho Cavalcanti , Sewoong Kim , Georges El Fakhri , Dong Hun Lee , Jonghye Woo * , and Jae Youn Hwang * . "Fine-Tuning Network in Federated Learning for Personalized Skin Diagnosis" , International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI2023) .
*3. Kyungsu Lee , Haeyun Lee , Georges El Fakhri , Jonghye Woo * , and Jae Youn Hwang * . "Self-supervised Domain Adaptive Segmentation of Breast Cancer Via Test-time Fine-Tuning" , International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI2023) .
*4. Kyungsu Lee , Haeyun Lee , and Jae Youn Hwang * . "USIM Gate: Upsampling Module for Segmenting Precise Boundaries Concerning Entropy" , Artificial Intelligence and Statistics (AISTATS2022) .
*5. Kyungsu Lee , Hah Min Lew , Moon Hwan Lee , Jun-Young Kim , and Jae Youn Hwang * . "CSS-Net: Classification and Substitution for Segmentation of Rotator Cuff Tear" , Asian Conference on Computer Vision (ACCV2022) .
*6. Kyungsu Lee , Jaeseung Yang , Haeyun Lee , and Jae Youn Hwang * . "Stochastic Adaptive Activation Function" , Neural Information Processing Systems (NeurIPS2022) .
*7. Kyungsu Lee † , Jaeseung Yang † , Moon Hwan Lee , Jin-ho Chang , Jun-Young Kim * , and Jae Youn Hwang * . "USG-Net: Deep Learning-based Ultrasound Scanning-Guide for an Orthopedic Sonographer" , International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI2022) .
*8. Kyungsu Lee , Haeyun Lee , and Jae Youn Hwang * . "Self-Mutating Network for Domain Adaptive Segmentation in Aerial Images" , International Conference on Computer Vision (ICCV2021) .
SCI(E) Journals
*1. Haeyun Lee † , Kyungsu Lee † , Jong Pil Yoon , Jihun Kim * , and Jun-Young Kim * . "Real-time Self-supervised Ultrasound Image Enhancement Using Test-Time Adaptation for Sophisticated Rotator Cuff Tear Diagnosis" , IEEE Signal Processing Letters, IEEE SPL, 2025
[SCI(E); IF=3.20, 36.70% (Q2)] .
*2. Kyungsu Lee , Haeyun Lee , and Jae Youn Hwang * . "SoN: Selective Optimal Network for Smartphone-based Indoor Localization in Real-time" , Expert Systems With Applications, ESWA, 2025
[SCI(E); IF=7.50, 5.20% (Q1)] .
3. Moon Hwan Lee † , Kyungsu Lee , 유영승 , 조형준 , 정의헌 , and Jae Youn Hwang * . "Machine Learning-Enhanced Skull-Universal Acoustic Hologram for Efficient Transcranial Ultrasound Neuromodulation Across Varied Rodent Skulls" , IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, TUFFC, 2024
[SCI(E); IF=3.00, 18.70% (Q1)] .
*4. Kyungsu Lee , Haeyun Lee , 박주흠 , and Jae Youn Hwang * . "Fine-Grained Binary Object Segmentation in Remote Sensing Imagery via Path-Selective Test-Time Adaptation" , IEEE Transactions on Geoscience and Remote Sensing, TGRS, 2024
[SCI(E); IF=8.20, 5.20% (Q1)] .
*5. 김정훈 † , Kyungsu Lee † , 김현진 , 박해찬 , Jae Youn Hwang , 박석원 , 공현중 * , and 김진엽 * . "Predicting Obstructive Sleep Apnea Based on Computed Tomography Scan Using Deep Learning Models" , American Journal of Respiratory and Critical Care Medicine, AJRCCM, 2024
[IF=24.70, 3.80% (Q1)] .
*6. Kyungsu Lee † , Moon Hwan Lee † , 강동호 , Sewoong Kim , 장진호 , 오승준 * , and Jae Youn Hwang * . "Intelligent Bladder Volume Monitoring for Wearable Ultrasound Devices: Enhancing Accuracy through Deep Learning-based Coarse-to-Fine Shape Estimation" , IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, TUFFC, 2024
[SCI(E); IF=3.6, 17.70% (Q1)] .
*7. 조혜연 † , Kyungsu Lee † , 양현림 , 정철우 , 박희영 , Jae Youn Hwang , 공현중 , and 이형철 * . "Deep-Learning Model Associating Lateral Cervical Radiographic Features with Cormack--lehane Grade 3 Or 4 Glottic View" , Anaesthesia, Anaesthesia, 2022
[SCI(E); IF=10.70, 1.40% (Q1)] .
*8. Kyungsu Lee , T C Cavalcanti , Sewoong Kim , Hah Min Lew , 서대헌 , Dong Hun Lee * , and Jae Youn Hwang * . "Multi-task and Few-shot Learning-based Fully Automatic Deep Learning Platform for Mobile Diagnosis of Skin Diseases" , IEEE Journal of Biomedical and Health Informatics, JBHI, 2022
[SCI(E); IF=7.70, 6.40% (Q1)] .
9. Haeyun Lee , Moon Hwan Lee , Sang-Yeon Lee , Kyungsu Lee , Hah Min Lew , and Jae Youn Hwang * . "Speckle Reduction Via Deep Content-aware Image Prior for Precise Breast Tumor Segmentation in an Ultrasound Image" , IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, TUFFC, 2022
[SCI(E); IF=3.6, 17.70% (Q1)] .
10. Thiago C. Cavalcanti , Hah Min Lew , Kyungsu Lee , Sang-Yeon Lee , 박무균 , and Jae Youn Hwang * . "Intelligent Smartphone-based Multimode Imaging Otoscope for the Mobile Diagnosis of Otitis Media" , Biomedical Optics Express, BOE, 2021
[SCI(E); IF=3.56, 30.20% (Q2)] .
*11. Kyungsu Lee , 김준희 , Haeyun Lee , 박주흠 , 최지환 , and Jae Youn Hwang * . "Boundary-oriented Binary Building Segmentation Model with Two Scheme Learning for Aerial Images" , IEEE Transactions on Geoscience and Remote Sensing, TGRS, 2021
[SCI(E); IF=8.12, 5.17% (Q1)] .
12. Haeyun Lee , 채영준 , 주현진 , Kyungsu Lee , Jae Youn Hwang , 김석무 , 김광순 , 남인철 , 최준영 , 유형원 , 이명철 , Hiroo Masuoka , Akira Miyauchi , 이규언 , 김성완 , and 공현중 * . "Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment" , Journal of Medical Internet Research Medical Informatics, JMIR Medical Informatics, 2021
[SCI(E); IF=3.23, 56.45 (Q3)] .
13. Haeyun Lee , Kyungsu Lee , 김준희 , 나영환 , 박주흠 , 최지환 , and Jae Youn Hwang * . "Local Similarity Siamese Network for Urban Land Change Detection on Remote Sensing Images" , IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, JSTAR, 2021
[SCI(E); IF=4.71, 19.00 (Q1)] .
*14. Kyungsu Lee † , Jun-Young Kim † , Moon Hwan Lee , 최창혁 * , and Jae Youn Hwang * . "Imbalanced Loss-Integrated Deep-Learning-based Ultrasound Image Analysis for Diagnosis of Rotator-Cuff Tear" , Sensors, 2021
[SCI(E); IF=3.85, 28.91 (Q2)] .
15. 나영환 , 김준희 , Kyungsu Lee , 박주흠 , Jae Youn Hwang , and 최지환 * . "Domain Adaptive Transfer Attack-based Segmentation Networks for Building Extraction from Aerial Images" , IEEE Transactions on Geoscience and Remote Sensing, TGRS, 2020
[SCI(E); IF=5.60, 5.11% (Q1)] .
*16. Sang-Yeon Lee † , Kyungsu Lee † , 손지훈 , 양인환 , and Jae Youn Hwang . "Fully-automatic Deep Learning-based Analysis for Determination of the Invasiveness of Breast Cancer Cells in an Acoustic Trap" , Biomedical Optics Express, BOE, 2020
[SCI(E); IF=3.73, 22.73 (Q1)] .
17. Moon Hwan Lee , Jun-Young Kim , Kyungsu Lee , 최창혁 * , and Jae Youn Hwang * . "Wide-field 3D Ultrasound Imaging Platform with a Semi-Automatic 3D Segmentation Algorithm for Quantitative Analysis of Rotator Cuff Tears" , IEEE ACCESS, 2020
[SCI(E); IF=3.37, 34.25 (Q2)] .
18. Thiago Coutinho Cavalcanti , Sewoong Kim , Kyungsu Lee , Sang-Yeon Lee , 박무균 , and Jae Youn Hwang * . "Smartphone-based Spectral Imaging Otoscope: System Development and Preliminary Study for Evaluation of Its Potential As a Mobile Diagnostic Tool" , Journal of Biophotonics, 2020
[SCI(E); IF=3.21, 28.79 (Q2)] .
저서