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(2025-05) AIMS Lab has been awarded a convergent international collaborative research grant supported by Kyung Hee University. This project investigates the intersection of emotional factors and learning outcomes through a multidisciplinary approach, in collaboration with Prof. Sangmin Lee from the Dept. of Metaverse, fostering global academic partnerships.
(2025-05) MJ and JH visit NYU for five months to engage in collaborative research and academic exchange (Global AI Frontier Lab)
(2025-04) WHL receives a research grant entitled "치료저항성 우울증에서 반복 경두개자기자극술 세타 버스트 자극 프로토콜의 유효성, 안전성 검증 및 치료효과 예측을 위한 전향적 무작위 배정 다기관 임상연구" from the Korea Health Industry Development Institute (KHIDI , 한국보건산업진흥원). We will be in collaboration with the Asan Medical Center, Seoul National University Hospital, Catholic University of Korea, Seoul St. Mary's Hospital, and Nowon Eulji Medical Center. Specifically, we aim to develop an AI framework for predicting the treatment response in patients with treatment-resistant depression using multimodal neuroimaging data.
(2025-02) AIMS participate in the ICAIIC in Fukuoka, Japan, with Juhyuk delivering an oral presentation and Hayeon presenting a poster 📑
(2025-01) Junhyeok’s work in collaboration with Profs. Jungsun Lee and Sung Woo Joo (Asan Medical Center) is accepted for publication in Psychological Medicine. Congratulations! 📑
(2025-01) Howook won outstanding presentation award and Hogeon received the encouragement award at KSC 2024. Both achievements are well deserved. Congratulations! 🏆
(2025-01) Minjae Lee will join the group as graduate research assistants. Welcome aboard!
(2024-12) Junhyeok's work in collaboration with Prof. HyeongYeop Kang (Korea University) is accepted as an oral presentation (top 4.6% of submissions) to AAAI 2025. Congratulations! 📑
(2024-12) Yeonwoo and Yongjin will join the group as graduate research assistants. Welcome aboard!
(2024-11) Sunghwan's paper on improving brain age prediction using multimodal neuroimaging data is accepted for publication in Computers in Biology and Medicine. Congratulations! 📑
(2024-11) Our undergraduate Yeonwoo successfully gave poster presentation for her paper entitled "Agentic LLM workflows for personalized UX questionnaire generation" at the IEEE/IEIE ICCE-Asia 2024 in Da Nang, Vietnam. 📑
(2024-10) Yongjin Choi joins the group as undergraduate research assistant. Welcome aboard!
(2024-09) WHL participates in the Launch Ceremony for the Global AI Frontier Lab, held in New York. This significant event brings together leading experts and researchers in the field of artificial intelligence, fostering collaboration and innovation between global institutions. The Global AI Frontier Lab aims to push the boundaries of AI research, with a particular focus on advancing machine learning and its applications across various sectors. AIMS's involvement underscores its commitment to being at the forefront of AI advancements and contributing to global research initiatives.
(2024-09) In collaboration with Prof. Gang Wang's lab (Institute of Biomedical Engineering, Xi'an Jiaotong University, China), WHL’s work on
"A Feature Fusion Model Based on Temporal Convolutional Network for Automatic Sleep Staging Using Single-Channel EEG" has been accepted for publication in IEEE Journal of Biomedical and Health Informatics
(2024-09) In collaboration with Profs. Jungsun Lee and Sung Woo Joo (Asan Medical Center), WHL’s work on "Association of clozapine with structural and resting-state functional abnormalities of the hippocampus in chronic schizophrenia" has been accepted for publication in Frontiers in Psychiatry
(2024-09) AIMS actively participates in the prestigious Global AI Frontier Lab, a collaborative initiative between Korea and New York University (NYU). The Global AI Frontier Lab in NYU is directed by Professors Yann LeCun and Kyunghyun Cho 💰
(2023-09) Our undergrad Yeonwoo's first first-authored int. conference paper on agentic LLM workflows for personalized UX questionnaire generation is accepted to IEEE/IEIE ICCE-Asia 2024. Congratulations! 📑
(2024-08) Hye Jeong gave a poster presentation for her abstract entitled "Are EEG-to-Text model working?" at the Fourth International Workshop on Human Brain and Artificial Intelligence (HBAI 2024), joint workshop of the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024) held in Jeju Island
(2024-07) In collaboration with Prof. Gang Wang's lab (Institute of Biomedical Engineering, Xi'an Jiaotong University, China), WHL’s work on "Channel selection-based temporal convolutional network for patient-specific epileptic seizure detection" has been accepted for publication in IEEE Transactions on Cognitive and Developmental Systems
(2024-07) Our SWCON (Yeonwoo Kim, Chae Woo Lee, Gwang Ha Go; 김연우, 이채우, 고광하) and CSE (Jihoo Park; 박지후) undergrads won awards at KCC 2024. Well deserved. Congratulations!
(2024-07) AIMS had the pleasure of hosting the leadership delegation from the Vietnam-Korea University of Information and Communication Technology (VKU) and the University of Da Nang. It was a fantastic opportunity to tour our lab and experience our research resources.
(2024-07) Hogeon Kim joins the group as undergraduate research assistant. Welcome aboard!
(2024-07) Prof. Lee has been selected as one of the top 12 reviewers for the prestigious MICCAI 2024 Outstanding Reviewer Award. This recognition highlights Prof. Lee's exceptional contributions to the academic community, particularly in the field of peer review. Prof. Lee's meticulous and insightful reviews have earned him a place among the top 12 reviewers, a testament to his dedication and expertise.
(2024-07) AIMS receives a research grant entitled "Multilevel/Multimodal AI-based Technologies for Future Emergency Medical Systems and Creative Innovation (멀티레벨/멀티모달 인공지능 기반 미래 응급의료체계 실현 기술 개발 및 창의적 혁신 미래 인재 양성)" from the ITRC (대학 ICT 연구센터) for AI-LIVE Center (AI Leading, Innovation, Validation, and Evolution) Press (Selected): 베리타스알파
(2024-06) In collaboration with Prof. Gang Wang's lab (Institute of Biomedical Engineering, Xi'an Jiaotong University, China), WHL’s work on "Classification of three anesthesia stages based on near-infrared spectroscopy signals" has been accepted for publication in IEEE Journal of Biomedical and Health Informatics.
(2024-06) Hayeon will join the group as graduate research assistant. Welcome aboard!
(2024-06) AIMS has 7 poster presentations at OHBM 2024 in Seoul
(2024-05) AIMS attend the second workshop for our research project "Development of visual and tactile interaction authoring technology based on user context for realistic cultural content experience" held in Seoul (Dragon City).
(2024-05) WHL presents at the AI colloquium at GIST. He talks about Explainable artificial intelligence: state-of-the-art, challenges, and opportunities.
(2024-04) Hayeon Yoon joins the group as undergraduate research assistant. Welcome aboard!
(2024-03) Seo Yeong 's paper on improving machine learning-based brain age prediction using multimodal neuroimaging data is accepted for publication in KIISE Transactions on Computing Practices (KCI).
(2024-02) Officially, Prof. Lee is happy to announce that he has been promoted to an Associate Professor. The hard work of my research group and the support of my family are the keys to success.
(2024-02) Our undergrad and incoming grad student Minjae Kim (김민재) graduated summa cum laude. Congratulations!
(2024-02) Junhyeok wins the First Prize (최우수상) at KSC 2023. Congratulations!
(2024-01) Seven abstracts are accepted for presentations at the 2024 OHBM meeting, which will take place June 23-27 in Seoul, Korea. Congratulations!
Juhyuk Han, A transformer-based meta-matching stacking method improves prediction accuracy of fluid intelligence
Minjae Kim, Generality evaluation of meta-matching models for cognitive function prediction with small datasets
Howook Lee, Quantitative analysis of synthetic 3D MRI generated by latent diffusion models
Junhyeok Lee, Unsupervised anomaly detection and segmentation in brain MRI: a comparative study
Hyewon Park, Multimodal connectivity-based graph transformer networks and its application to sex classification
Tae Seong Kim, Anatomy-aware self-attention model for EEG-based emotion recognition
Hye Jeong Jo, EEG-based emotion recognition in VR using functional brain networks and graph theoretical measures
(2023-12) Our undergrad Junhyeok awarded the scholarship from the KHU-alumni Faculty association. Congratulations!
(2023-11) WH and HJ attend the first Korea Haptics Conference held in Buyeo.
(2023-11) AIMS (MJ, YW, JH) attend the 2023 KHU Software Festival. AIMers showcase the MIND (Multimodal Interactive Dashboard for User Experience Evaluation)
(2023-11) Junhyeok is selected to attend the CES 2024 as a KHU global ambassador. Congratulations!
(2023-11) AIMS attend the first workshop for our research project "Development of visual and tactile interaction authoring technology based on user context for realistic cultural content experience (실감형 문화콘텐츠 체험을 위한 사용자 맥락 기반 시촉각 인터랙션 저작 기술 개발)" held in Novotel Ambassador Suwon.
(2023-10) Hyejeong and Junhyeok as co-first authors successfully gave poster presentation for the paper entitled "Developing an integrated dashboard to analyze multimodal data for user experience evaluation at the IEEE/IEIE ICCE-Asia 2023 in Busan, South Korea.
(2023-10) Hyewon successfully gave poster presentation for her paper entitled "Graph convolutional network with morphometric similarity networks for schizophrenia classification at the MICCAI 2023 in Vancouver, Canada.
(2023-09) Our new conference paper (Hyejeong and Junhyeok as co-first authors) on an integrated dashboard to analyze multimodal data for UX evaluation is accepted to IEEE/IEIE ICCE-Asia 2023. Congratulations!
(2023-08) Team AIMS (Juhyuk, Hye Jeong, Tae Seong) awarded
과학기술정보통신부장관상 at the 2023 ETRI 휴먼이해 인공지능 논문경진대회
KHU Focus Media Press: Focus
(2023-08) Sungwhan's paper on federated learning for sleep stage classification on edge devices is accepted for oral presentation at the IEEE ICCE-Berlin in Germany. Congrats!
(2023-07) In collaboration with Prof. Gang Wang's lab (Institute of Biomedical Engineering, Xi'an Jiaotong University, China), WHL’s work on "The diagnosis of major depressive disorder through wearable fNIRS using wavelet transform and parallel-CNN feature fusion" has been accepted for publication in IEEE Transactions on Instrumentation and Measurement.
(2023-07) In collaboration with Profs. Jungsun Lee and Sung Woo Joo (Asan Medical Center), WHL's work on "Structural variability of the cerebral cortex in schizophrenia and its assoication with clinical symptoms" has been published in Psychological Medicine.
(2023-07) Team AIMS (Juhyuk, Hye Jeong, Tae Seong) who won the 2nd prize from the 2023 ETRI
휴먼이해 인공지능 논문경진대회 receive 과학기술정보통신부장관상.
(2023-07) In collaboration with Prof. Tae-Seong Kim's Lab (KHU BME), WHL’s work on "Human activity prediction based on forecasted IMU activity signals by sequence-to-sequence deep neural networks" has been accepted for publication in Sensors.
2023-07) Hyewon and Seo Yeong present at the 2023 International Conference on Biological and Medical Sciences held in Chengdu, China
(2023-07) Jihoo Park (Computer Science and Engineering) and Yeonwoo Kim (Software Convergence) join the group as undergraduate research assistant. Welcome aboard!
(2023-06) In collaboration with Prof. Gang Wang's lab (Institute of Biomedical Engineering, Xi'an Jiaotong University, China), WHL’s work on "Monitoring the depth of anesthesia based on phase-amplitude coupling of near-infrared spectroscopy signals" was published in IEEE Transactions on Neural Systems and Rehabilitation Engineering.
(2023-06) Team AIMS (Juhyuk, Hye Jeong, Tae Seong) gave oral presentation entitled "LMR-CL: Learning Modality-Fused Representations with Contrastive Loss for Multimodal Emotion Recognition" at the 2023 ETRI 휴먼이해 인공지능 논문경진대회 (144개 팀, 318명 참가) and won the 2nd prize award (과학기술정보통신부장관상 수상). Well deserved. Congratulations! Press (Selected): 전자신문 | 헤럴드경제 | 지티티코리아
(2023-05) Hyewon's first paper as the first author on graph neural networks for schizophrenia classification is accepted to MICCAI 2023. Congratulations! Provisional accept: ~14%
(2023-05) Team AIMS (Tae Seong, Juhyuk, Hye Jeong) is selected as a finalist for the 2023 ETRI 휴먼이해 인공지능 논문경진대회.
(2023-05) AIMS has 1 poster (JH) and 1 oral presentation (TS, JH, HJ) at KCC 2023 in Jeju
(2023-05) WHL receives the 2022 Distinguished Teaching Award for his contributions to SW education (SW 교육 기여도 부분 최우수 교원).
(2023-02) Sungwhan successfully gave a talk for his paper entitled "Privacy-preserving federated learning in healthcare" at the ICEIC 2023 in Singapore. Well done!
(2023-05) Sungkyu 's paper on EEG-based emotion recognition using a 3D convolutional neutral network with a bottleneck structure is accepted for publication in KIISE Transactions on Computing Practices (KCI).
(2023-04) WHL receives a research grant entitled "Development of visual and tactile interaction authoring technology based on user context for realistic cultural content experience (실감형 문화콘텐츠 체험을 위한 사용자 맥락 기반 시촉각 인터랙션 저작 기술 개발)" from the Korea Creative Content Agency (KOCCA, 한국콘텐츠진흥원). We will be in collaboration with Profs. Tack Woo (Digital Contents, KHU) and Seungjae Oh (SWCON, KHU) and Hanyang University (ERICA) and GIST.
(2023-01) In collaboration with Prof. Jinseok Lee's Lab (KHU BME), WHL’s work on "Development and validation of a deep learning model to diagnose COVID‐19 using time‐series heart rate values before the onset of symptoms" got accepted for publication in Journal of Medical Virology.
(2022-12) Our undergrad and incoming grad student Juhyuk Han won the 2022 academic award (학술상) at KHU. Congratulations!
(2022-12) WHL receives the special achievement award (특별공로상) from KSC 2022 in Jeju. Congratulations!
(2022-12) In collaboration with Prof. Tae-Seong Kim's Lab (KHU BME), WHL’s work on "Dexterous object Manipulation with an anthropomorphic robot hand via natural hand pose transformer and deep reinforcement learning" got accepted for publication in Applied Sciences.
(2022-12) Juhyuk and Junhyeok awarded the SW mileage scholarships from the SW 중심대학사업단! Congratulations!
(2022-12) Juhyuk and Hye Jeong (Dept. of Software Convergence), and Howook (Dept. of Artificial Intelligence) will join the group as graduate research assistant. Welcome aboard!
(2022-12) In collaboration with Prof. Tae-Seong Kim's Lab (KHU BME) and Hyundai Rotem, WHL’s work on "Real-time human activity recognition with IMU and encoder sensors in wearable exoskeleton robot via deep learning networks" got accepted for publication in Sensors.
(2022-12) Sungkyu (the tallest guy) won the best paper award at KSC 2022. Well deserved. Congratulations!
(2022-11) Sungwhan's paper on federated learning for healthcare is accepted for oral presentation at the ICEIC 2023 in Singapore. Congrats!
(2022-11) Our undergrads (Hye Jeong, Wonjun) ranked 2nd in 2022 AI Hub 학습 데이터 기반 해커톤 대회 (AI Hub 양봉 학습데이터 활용 분야):
딥러닝 기반 벌 종류 분류 시스템 Congratulations!
(2022-10) Undergraduate Juhyuk's paper (co-authors Seo Yeong and Junhyeok) entitled "Brain Age Prediction: A Comparison Between Machine Learning Models Using Brain Morphometric Data" in published in Sensors . Congratulations!
(2022-09) Sungkyu's paper entitled "Accelerating 3D Convolutional Neural Network with Channel Bottleneck Module for EEG-Based Emotion Recognition" in published in Sensors . Congratulations!
(2022-07) Our SWCON undergrads (Whee Myung, Seung Hye, Jee On, Hyun Dong, Chan Mi) won awards at KCC 2022. Congratulations!
(2022-07) DK and JH awarded the SW mileage scholarships from the SW 중심대학사업단! Congratulations!
(2022-06) AIMS has 1 poster (Tae Seong) and 1 oral presentation (Sungkyu) at KCC 2022 in Jeju
(2022-05) Hyewon and Tae Seong will join the group as graduate research assistant. Welcome aboard!
(2022-04) WHL receives a research grant entitled "Investigation on the integrative biomarkers of phenotype/multi-omics/multimodal neuroimaging to predict the treatment response and to optimize the treatment in treatment-resistant schizophrenia" from the Korea Health Industry Development Institute (KHIDI , 한국보건산업진흥원). We will be in collaboration with the Seoul National University Hospital and the Asan Medical Center. Specifically, we aim to develop an AI framework for predicting the treatment response in treatment-resistant schizophrenia.
(2022-01) JH and DK won award from the 2021 LINC+ capstone design competition (뇌파 기반 사용자 친화 음악 작곡 알고리즘 구현). Congratulations!
(2022-01) Our SWCON undergrads (Hyewon, DongGu, HeeJae, Hyun Ji) won awards at KSC 2021. Well deserved. Congratulations!
(2022-01) Seoyoung ranked 2nd in 실감미디어 혁신공유대학 게임 경진대회. Congratulations!
(2021-12) WHL receives the special achievement award (특별공로상) from KSC 2021. Congratulations!
(2021-12) Junhyeok joins the group as undergraduate research assistant. Welcome aboard!
(2021-12) AIMS team (SK, JJ, DK, SM) ranked 2nd (2/132) in the Artificial Intelligence Diabetes Datathon (A.I.D.D.)
당뇨병 발병 예측 AI 모델 개발 챌린지
(2021-12) Ji Hyeon, Seoyoung, and Sunghwan will join the group as graduate research assistant. Welcome aboard!
(2021-12) JH and DK ranked 1st in the 2021 KHU Software Festival. Congratulations!
(2021-11) Hyewon joins the group as undergraduate research assistant. Welcome aboard!
(2021-10) WHL’s work with Martin J. McKeown Lab is published in Frontiers in Neurology
(2021-09) Juhyuk, Minjae, Daye, Sunghwan, Seoyoung and Ji Hyeon join the group as undergraduate research assistant. Welcome aboard!
(2021-08) Our paper got accepted for publication in Sensors
(2021-07) Our undergrads (Midan, Yeon Ju, Jeong Sue) won awards at KCC 2021. Well deserved. Congratulations!
(2021-07) WHL receives the NRF’s 최초혁신연구실 Grant
(2021-06) Seung Hye had poster presentation at OHBM 2021
OHBM_BrainViewer_Video.mp4
(2021-06) Dong Hyeok gave oral presentation at Korea Society of IT Services
(2021-05) Five papers got accepted to KCC 2021. Congratulations Yiji, Midan, Yeon Ju, Jeong Sue, and SangYun!
(2021-04) WHL’s work with Sophia Frangou Lab is published in Psychiatry Research: Neuroimaging
(2021-04) One abstract got accepted to OHBM 2021. Congratulations Seung Hye!
(2021-03) WHL wins the NRF's Outstanding Young Scientist (우수신진연구) Grant, entitled "Development of Deep Learning Algorithm for Predicting Brain Biological Age and Acceleration of Aging in Schizophrenia Using Multimodal Neuroimaging Data" from the National Research Foundation (NRF, 한국연구재단)
(2021-03) Sungkyu joins the group as graduate research assistant. Welcome aboard!
(2021-01) Our research will be supported by the Institute for Information & Communication Technology Planning & Evaluation (IITP, 정보통신기획평가원)
(2020-09) Our research will be supported by Kyung Hee University
(2020-09) Won Hee joins Department of Software Convergence at Kyung Hee University
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