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참여학과(부) 교수 소개

Issue Date
(발행일)
Title
(제목)
Journals
(출처)
2025.03. A Lightweight Approach Based on Cross-Modality for Depression Detection Computers in Biology and Medicine
2025.03. Multi-Horizon Event Detection for In-Hospital Clinical Deterioration Using Dual-Channel Graph Attention Network International Journal of Medical Informatics
2025.02. Power of Multi-Modality Variables in Predicting Parkinson’s Disease Progression – A Systematic Review IEEE Journal of Biomedical and Health Informatics
2025.01. Longitudinal Alzheimer’s Disease Progression Prediction with Modality Uncertainty and Optimization of Information Flow IEEE Journal of Biomedical and Health Informatics
2024.10. Beyond Presence: Exploring Empathy within the Metaverse Applied Science
2024.08. GCE: An Audio-Visual Dataset for Group Cohesion and Emotion Analysis Applied Sciences
2024.07. A Survey on Identifying Empathic Expression in Remote Collaboration From Empathic Computing in IEEE Access
2024.05. Multi-Gradient Siamese Temporal Model for the Prediction of Clinical Events in Rapid Response Systems Preprint in IEEE Intelligent Systems
2024.04. iTa-DFiE: An Innovative Tensor Algebra-Based Detection Framework for Incomplete Noninvasive Electroencephalography in IEEE Access
2024.02 A comparison between centralized and asynchronous federated learning approaches for survival outcome prediction using clinical and PET data from non-small cell lung cancer patients ELSEVIER-Computer Methods and Programs in Biomedicine
2024.02. Additive Cross-Modal Attention Network (ACMA) for Depression Detection Based on Audio and Textual Features in IEEE Access
2024.01. Residual Relation-Aware Attention Deep Graph-Recurrent Model for Emotion Recognition in Conversation in IEEE Access
2023.09. PhyMER: Physiological Dataset for Multimodal Emotion Recognition With Personality as a Context in IEEE Access
2023.07. Multimodal Multitask Learning for Predicting MCI to AD Conversion using Stacked Polynomial Attention Network and Adaptive Exponential Decay in Scientific Reports
2023.07. Prediction of evoked expression from videos with temporal position fusion in Pattern Recognition Letters
2023.06. Cross-modality learning by exploring modality interactions for emotion reasoning in IEEE Access
2023.05. Robust Human Face Emotion Classification Using Triplet-Loss-Based Deep CNN Features and SVM in Sensors
2023.04. Survival Prediction Using Transformer-Based Categorical Feature Representation in the Treatment of Diffuse Large B-Cell Lymphoma in Healthcare
2023.04. Prediction of Survival of Glioblastoma Patients Using Local Spatial Relationships and Global Structure Awareness in FLAIR MRI Brain Images in Pattern Recognition Letters
2023.03. Rapid Response System Based on Graph Attention Network for Predicting In-Hospital Clinical Deterioration in IEEE Access
2023.02. Pain Recognition With Physiological Signals Using Multi-Level Context Information in IEEE Access
2023.02. Multi-label Multimodal Emotion Recognition with Transformer-based Fusion and Emotion-level Representation Learning in IEEE Access
2023.01. A Review of Machine Learning and Deep Learning Approaches on Mental Health Diagnosis in Healthcare
2022.06. Prediction of Alzheimer’s Disease Progression Using Forward-to-Backward Bi-direction with Integrative Imputation Neural Network
2022.03. The Efficacy of Shape Radiomics and Deep Features for Glioblastoma Survival Prediction by Deep Learning Electronics
2022 Korean Drama Scene Transcript Dataset for Emotion Recognition in Conversations IEEE Access
2021.10. Effects of Multiple Filters on Liver Tumor Segmentation from CT Images Frontiers in Oncology
2021.10. Deep Neural Network-based Fusion Model for Emotion Recognition Using Visual Data Journal of Supercomputing
2021-08-24 Deep Graph Fusion based Multimodal Evoked Expressions from Large-Scale Videos IEEE Access
2021.07. EEG-Based Emotion Recognition by Convolutional Neural Network with Multi-Scale Kernels Sensors
2021.07. Esophagus Segmentation in CT Images via Spatial Attention Network and STAPLE Algorithm Sensors
2021.06. Context-aware emotion recognition based on visual relationship detection IEEE Access
2021.06. D2C-Based Hybrid Network for Predicting Group Cohesion Scores / IEEE Access
2021.06. Survival Prediction of Lung Cancer Using Small-Size Clinical Data with a Multiple Task Variational Autoencoder Electronics
2021-06-03 Stress Analysis with Dimensions of Valence and Arousal in the Wild Applied sciences
2021.05. Multi-Task Learning for Medical Image Inpainting Based on Organ Boundary Awareness Applied sciences
2021.05. Skin Lesion Segmentation by U-Net with Adaptive Skip Connection and Structural Awareness Applied sciences
2021.05. AsEmo: Automatic Approach for EEG-Based Multiple Emotional State Identification IEEE Journal of Biomedical and Health Informatics
2021.05. 3D Skeletal Joints-Based Hand Gesture Spotting and Classification Applied sciences
2021.04. Multi-Level Seg-Unet Model with Global and Patch-Based X-ray Images for Knee Bone Tumor Detection Diagnostics
2021.04. Survival Time Prediction by Integrating Cox Proportional Hazards Network and Distribution Function Network BMC Bioinformatics
2021-04-15 Survival Time Prediction by Integrating Cox Proportional Hazards Network and Distribution Function Network BMC Bioinformatics
2021-03-10 Deep Neural Network-based Fusion Model for Emotion Recognition Using Visual Data Journal of Supercomputing
2020-10-09 Automatic Assessment of ASPECTS Using Diffusion-Weighted Imaging in Acute Ischemic Stroke Using Recurrent Residual Convolutional Neural Network Diagnostics
2020-08-19 Enhancing U-Net with Spatial-Channel Attention Gate for Abnormal Tissue Segmentation in Medical Imaging Applied Sciences
2020-11-23 Real-time virtual mouse system using RGB-D images and fingertip detection Multimedia Tools and Applications
2020-03-30 Multimodal Approach of Speech Emotion Recognition Using Multi-Level Multi-Head Fusion Attention-Based Recurrent Neural Network IEEE ACCESS
2020-02-20 Distance Error Correction in Time-of-Flight Cameras Using Asynchronous Integration Time Sensors
2020-01-20 Real-Time Hand Gesture Spotting and Recognition Using RGB-D Camera and 3D Convolutional Neural Network Applied Sciences
2019-10-23 Regenerative Semi-Supervised Bidirectional W-network based Knee Bone Tumor Classification on Radiographs Guided by Three-Region Bone Segmentation IEEE ACCESS
2019-09-13 Cost Aggregation for Stereo Matchigng Using Total Generalized Variation With Fusion Tensor IEEE ACCESS
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Issue Date
(발행일)
Title
(제목)
Pulisher
(출판사)
2020-11-10 Korean Video Dataset for Emotion Recognition in the Wild Springer
2013-04-14 EEG-MINE: Mining and Understanding Epilepsy Data Springer
2015-05-01 Diagnosis of Epilepsy in Patients Based on the Classification of EEG Signals Using Fast Fourier Transform Springer
2011-08-02 Incremental expectation maximization principal component analysis for missing value imputation for coevolving EEG data Springer
2014 A Robust Feature Selection Method for Classification of Cognitive States with fMRI Data Springer
2018-05-25 Multiple human tracking in drone image Springer
2020-11-23 Real-time virtual mouse system using RGB-D images and fingertip detection Springer
2017-09-09 Recognition of Music Scores with Non-Linear Distortions in Mobile Devices Springer
2021-03-10 Deep neural network-based fusion model for emotion recognition using visual data Springer
2014-03-26 A multi-voxel-activity-based feature selection method for human cognitive states classification by functional magnetic resonance imaging data Springer
2021-04-15 Survival time prediction by integrating cox proportional hazards network and distribution function network Springer
2017-02-13 FitMine: automatic mining for time-evolving signals of cardiotocography monitoring Springer
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Title
(제목)
Period
(과제기간)
Organization
(주관기관명)
질병 진행 분석을 위한 유사성 기반 크로스 모달리티 딥러닝 학습 시스템 개발 2024.03.01.~2025.02.28. 과학기술정보통신부/개인기초연구사업
EmoTouch : 메타 공감지능 기초연구실 2024.06.01.~2026.02.28. 과학기술정보통신부/집단연구지원사업
인공지능융합혁신인재양성(전남대학교) 2023.07.01.~2026.12.31. 과학기술정보통신부/인공지능융합혁신인재양성사업
BK21사업_인공지능 융합 인재 양성 사업단 2020.09.01.~2027.08.31. 과학기술정보통신부/인공지능융합혁신인재양성사업
지역산업 혁신을 위한 지역 수요 중심 데이터사이언스 융합인재 양성사업 2023.04.01.~2029.12.31. 과학기술정보통신부/원천기술개발사업
심뇌혈관질환을 위한 초광역 연합 의료 AI 기술 개발 2024.07.01.~2031.12.31. 과학기술정보통신부-정보통신기획평가원/정보통신방송혁신인재양성
Development of an abnormal spatiotemporal event classification model using deep learning 2021-05-01~2021-11-30 NRF(National Research Foundation of Korea)
Artificial Intelligence Convergence Human Resource Education and Research Center(BK21) 2020-09-01~2027-08-31 NRF(National Research Foundation of Korea)
Development of Alzheimer Disease progress prediction and treatment estimation model 2020-03-01~2023-02-28 NRF(National Research Foundation of Korea)
Basic Research Lab for Artificial Emotional Intelligence 2020-07-01~2023-02-28 NRF(National Research Foundation of Korea)
Development of digital twin platform for precision oncology 2019-07-01~2022-12-31 NRF(National Research Foundation of Korea)
소프트웨어중심대학 2021-04-01~2028-12-31 IITP(Institute of Information & Communications Technology Planning & Evaluation)
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Date
(일자)
Title
(제목)
Remark
(비고)
2023.11.14. X-ray 이미지를 이용한 무릎 골 종양 검출 시스템 및 방법 registered
2023.07.13 딥러닝 기반의 그래프 융합을 이용한 시청자 감정 예측 시스템 및 방법  
2023.03.17. 딥러닝 기반의 생존 시간 예측 시스템 및 방법  
2022.08.22 CT 스캔 영상에서 딥러닝에 기반한 간 종양 검출 방법 및 장치  
2021.01.07. 골 종양 탐지 시스템  
2021.07.14. 멀티모달 데이터 융합 시스템 및 방법  
2023.04.28. 양방향 네트워크 기반의 알츠하이머 질병의 진행 예측 시스템 및 방법  
2021.01.13. 시선 움직임 분석에 의한 감정 인식 장치 및 방법  
2021.02.23. 음성 감정 인식 방법 및 시스템  
2020.04.27. 손 제스처 인식 시스템 및 방법  
2020.06.10. 심층 합성곱 신경망을 이용하여 RGB-D 이미지로부터 손 구성요소 및 손가락 끝을 추적하기 위한 방법 및 장치  
2020.11.18. 문자 인식의 왜곡을 보정하는 방법  
2020.12.09. 감정인식을 위한 비디오 데이터 구축 시스템  
2020.03.03. 가격등락에 따른 감성사전 구축과 합성곱신경망 기반의 문장 감성 분류 시스템  
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Announced Date
(일자)
Title
(제목)
Organization
(주관기관명)
2021-09-28 Winners of the AffectMove 2021 challenge AffectMove2021
2020-05-03 Best Paper Award THE KOREAN INSTITUTE OF SMART MEDIA
2019-08-24 Best Paper Award Korea Big Data Service Society
2019-04-27 Best Paper Award THE KOREAN INSTITUTE OF SMART MEDIA
2018-11-16 Best Paper Award Korea Multimedia Society
2018-02-06 Best Paper Award The Korean Institute of Information Scientists and Engineers
2018-02-04 Best Paper Award ICMLSC2018
2017-11-25 Best Paper Award Korea Big Data Service Society
2017-08-24 Best Paper Award Korea Information Processing Society
2017-08-10 Best Paper Award The Korean Association of Computer Education
2016-04-01 Best Paper Award Korea Information Processing Society
2016-01-19 Cetificate of Appreciation National Research Foundation of Korea
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Announced Date
(일자)
Title
(제목)
Organization
(주관기관명)
Aug-21 Attention-based Image and Text Fusion for Deep Multimodal Classification in Disaster Analysis BIC2021
Aug-21 RASurv: Residual Attention-aware Method for Progression-free Survival of Alzheimer’s Disease BIC2021
Sep-20 Improving Recurrent Gate Mechanism For Time-to-Conversion Prediction Of Alzheimer’s Disease SMA 2020
Feb-20 Improved U-Net for Medical Image Segmentation using Attention Gate IW-FCV2020
Aug-19 ADeepTool: Application Tool for Alzheimer’s Disease Diagnosis Based on Deep Learning Approach BIGDAS
Feb-18 Audio-based Emotion Recognition using GMM Supervector and SVM Linear Kernel ICMLSC 2018
Nov-17 A Fusion Model for Emotion Recognition from Audio- Video Data 5th BIGDAS
Aug-17 Detect Alzheimer’s disease by Multimodal Deep Learning Network using Convolutional Autoencoder BIC 2017
Apr-17 Real-time Earthquake Detection using Convolutional Neural Network and Social Data IEEE BigMM 2017
May-20 Image and Text fusion with Convolutional Autoencoder for Deep Multi-modal Clustering SMA 2020 Spring Conference
Nov-19 Group-based Cohesion Prediction using Multi-Task Learning and Confidence of Adaptive Rangin SMA 2019 Fall Conference
Nov-18 Analysis of Brain CT images for Automatic Assessment of ASPECTS using 3D Convolutional Neural Network KMMS 2018 Fall Conference
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실험실습 연구실 소개

Smart Computing Lab

  • Research Area Multimedia data mining and Fusion, Healthcare and Biosignal Analysis, Emotion and Empathy Analysis, Development of Deep Learning and Machine Learning Models
  • Details The Smart Computing Lab conducts advanced research leveraging various data mining and machine learning techniques, focusing on multimodal data analysis, healthcare Al, and emotion analysis. Our goal is to provide innovative Al-based solutions to address practical problems across diverse fields, including healthcare, multimedia, and social platforms.
Research Project
(연구과제)
Period
(연구기간)
Organization
(주관기관명)
Details
(내용 및 특징)
질병 진행 분석을 위한 유사성 기반 크로스 모달리티 딥러닝 학습 시스템 개발 2024.03.01.~2025.02.28. 과학기술정보통신부/개인기초연구사업  
EmoTouch : 메타 공감지능 기초연구실 2024.06.01.~2026.02.28. 과학기술정보통신부/집단연구지원사업  
인공지능융합혁신인재양성(전남대학교) 2023.07.01.~2026.12.31. 과학기술정보통신부/인공지능융합혁신인재양성사업  
BK21사업_인공지능 융합 인재 양성 사업단 2020.09.01.~2027.08.31. 과학기술정보통신부/인공지능융합혁신인재양성사업  
지역산업 혁신을 위한 지역 수요 중심 데이터사이언스 융합인재 양성사업 2023.04.01.~2029.12.31. 과학기술정보통신부/원천기술개발사업  
심뇌혈관질환을 위한 초광역 연합 의료 AI 기술 개발 2024.07.01.~2031.12.31. 과학기술정보통신부-정보통신기획평가원/정보통신방송혁신인재양성  
Development of an abnormal spatiotemporal event classification model using deep learning 2021-05-01~2021-11-30 NRF(National Research Foundation of Korea) Anomaly detection using deep learning
Artificial Intelligence Convergence Human Resource Education and Research Center(BK21) 2020-09-01~2027-08-31 NRF(National Research Foundation of Korea) Fostering a world-class research university
Development of Alzheimer Disease progress prediction and treatment estimation model 2020-03-01~2023-02-28 NRF(National Research Foundation of Korea) Alzheimer disease estimation model research
Basic Research Lab for Artificial Emotional Intelligence 2020-07-01~2023-02-28 NRF(National Research Foundation of Korea) Artificial emotion intelligence research
Development of digital twin platform for precision oncology 2019-07-01~2022-12-31 NRF(National Research Foundation of Korea) Medical image anlysis and deep learning model research
소프트웨어중심대학 2021-04-01~2028-12-31 IITP(Institute of Information & Communications Technology Planning & Evaluation) Fostering Software professionals
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