[dgist 보도자료] dgist 박상현 교수팀, 의료영상 분석의 정확성은 높이고, 시간과 비용은 절감하게 하는 ai기술 개발.hwp

2023.009.0019.() . 053-785-1130, 010-4688-1130 053-785-1133, fax 053-785-1139 053-785-6222 DGIST , , AI - DGIST - DGIST( ) . , . . , A MRI B MRI . , CT MRI CT MRI . . , , . : , , , , , , . . (Mutual Information Loss) : , , . . , . (Discriminator Loss) : . (Texture Co-occurrence Loss) : . MRI, CT MRI . , . : DGIST , . , , Pattern Recognition . : 1. 1 2. DGIST 1. . [ 1] Structure-preserving image translation for multi-source medical image domain adaptation Myeongkyun Kang, Philip Chikontwe, Dongkyu Won, Miguel Luna, Sang Hyun Park (Pattern Recognition, on-line published on July 28th, 2023) . . , . , . , CT, MRI , . . , . . , CT, MRI . . . , . . . AI () , . [ 1] DGIST () . [ 2] () , . . [ 3] () , . . [ 2] DGIST / : ( / Park, Sang Hyun) : DGIST / : 1985 : 053-785-6222 / shpark13135@dgist.ac.kr 2014 () 2008 () 2017~ DGIST / 2016~2017 SRI International 2014~2016 University of North Carolina Medical Image Analysis, IEEE Transactions on Medical Imaging, MICCAI, AAAI, CVPR STARMOOC , , 2023 DGIST 2020 DGIST 2018 MICCAI MRBrainS 1

2023-09-22

[dgist 보도자료] 적은 뇌파 정보로도 사람의 의도를 알아낸다! dgist 박상현 교수팀, 뇌파 분류 딥러닝 모델 개발로 ai 의료 현실화 기대.hwp

2023.08.23.() . 053-785-1130, 010-4688-1130 053-785-1133, fax 053-785-1139 / 053-785-6222 ! DGIST , AI - DGIST , - - TNNLS (IEEE Transactions on Neural Networks and Learning Systems) DGIST( ) ( ) (Few-shot leanring) . , , . : . , (Intra subject classification) . . (Domain adaptation) , . , (Transfer learning) , . . , (Embedding module) , (Temporal attention module) . (Embedding module) : , (Temporal attention module) : (Aggregation attention module) , (Relation module) . , . (Aggregation attention module) : . (Relation module) : . , . 20 76% . ( , ) 64% ~ 73% , . DGIST , . . , DGIST , TNNLS (IEEE Transactions on Neural Networks and Learning Systems) . : 1. 1 2. DGIST / 1. . [ 1] Dual Attention Relation Network With Fine-Tuning for Few-Shot EEG Motor Imagery Classification Sion An, Soopil Kim, Philip Chikontwe, Sang Hyun Park (TNNLS, accepted on June 12th, 2023) - . , . (Transfer learning) , . (Few shot learning) . (Embedding module) (Attention module) . . . 76% , . . . . 76 . / . . . . . . . . . , . , , . . [ 1] DGIST () [ 2] () [ 3] () . X Y . (RelationNet, SA-RelationNet) (Ours) , . [ 2] DGIST / : ( / Park, Sang Hyun) : DGIST / : 1985 : 053-785-6222 / shpark13135@dgist.ac.kr 2014 () 2008 () 2017~ DGIST / 2016~2017 SRI International 2014~2016 University of North Carolina Medical Image Analysis, IEEE Transactions on Medical Imaging, MICCAI, AAAI, CVPR STARMOOC , , 2020 DGIST 2018 MICCAI MRBrainS 1

2023-08-23

[dgist 보도자료] dgist 박상현 교수팀, 미(美) 스탠퍼드 대학 연구팀과 손잡고 의료 분야 혁신적 ai 기술 개발(2023.10.10.).hwp

2023.10.10.() . 053-785-1130, 010-4688-1130 053-785-1132, fax 053-785-1139 / 053-785-6222 DGIST , () AI - - MRI MICCAI 2 DGIST( ) AI . . . , . . . , . . , . : (Knowledge Distillation) , , , OCT, , X-ray, . . DGIST , . . MRI . 2D MRI 3D MRI . MRI . , Medical Image Computing and Computer Assisted Intervention 2023 10 . : 1. 1 2. DGIST / 1. . [ 1] One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation Myeongkyun Kang, Philip Chikontwe, Soopil Kim, Kyong Hwan Jin, Ehsan Adeli, Kilian M. Pohl, Sang Hyun Park (MICCAI, on-line published on October 8th, 2023) . , , . , . , , . . . , . , . , . , . , , OCT, , X-ray, , . . , . , . , . , , OCT, , X-ray, , . . . . , . , , . . . . , . [ 1] DGIST () . [ 2] () (a) , (b) (c) . . [ 2] DGIST / : ( / Park, Sang Hyun) : DGIST / : 1985 : 053-785-6222 / shpark13135@dgist.ac.kr 2014 () 2008 () 2017~ DGIST / 2016~2017 SRI International 2014~2016 University of North Carolina Medical Image Analysis, IEEE Transactions on Medical Imaging, MICCAI, AAAI, CVPR STARMOOC , , 2023 DGIST 2020 DGIST 2018 MICCAI MRBrainS 1

2023-10-10

[DGIST 보도자료] DGIST 박상현 교수팀, 스탠퍼드 대학 연구팀과 협력해 스마트 팩토리의 불량 검출 성능 크게 향상시켰다!(2024.3.14.).hwp

2024.03.14.() . 053-785-1130 053-785-1132, fax 053-785-1139 053-785-6222 DGIST , ! - , - AAAI 2024 2 DGIST( ) . . , . . 90% AUROC . AUROC(Area Under the Receiver Operating Characteristic curve) ; , 100% . . , (Few-shot) . , . , . . . MVTec LOCO AD . 90% 98% . DGIST ., . . , Association for the Advancement of Artificial Intelligence (AAAI) 2024 2 . : 1. 1 2. DGIST 1. . [ 1] Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection Soopil Kim, Sion An, Philip Chikontwe, Myeongkyun Kang, Ehsan Adeli, Kilian M. Pohl, Sang Hyun Park (AAAI, on-line published on Feb, 2024) , . . . , . . . . , . . , . . , MVTec LOCO AD 98.1% AUROC . . 100% . . . . . . 99% 90% . , . . 100% 100% . . [ 1] DGIST () . [ 2] () Ours . . [ 2] DGIST / : ( / Park, Sang Hyun) : DGIST / : 1985 : 053-785-6222 / shpark13135@dgist.ac.kr 2014 () 2008 () 2017~ DGIST / 2016~2017 SRI International 2014~2016 University of North Carolina Medical Image Analysis, IEEE Transactions on Medical Imaging, MICCAI, AAAI, CVPR STARMOOC , , 2023 DGIST 2020 DGIST 2018 MICCAI MRBrainS 1

2024-03-14