Publications

Publications

Category
더보기
Keyword
더보기
Number of entries: 408 (필터 적용됨)
Deep Learning
Lee, J.H., Cho, H.S., Yoo, Y.J., Kim, S.B., Jeong, Y.H., 디퓨전 모델 기반 3D 깊이 인식 합성 이미지 생성, 2023 Korea Data Mining Society, Seoul, Korea, 2023 (Nov., 7)
#Generative Models #Diffusion Models
Deep Learning
Cho, H.S., Lee, J.H., Kim, S.B., Oh, T.H., Jeong, Y.H., Noise Map Guidance: 디퓨전 모델 기반 공간적 정보를 활용한 실제 이미지 편집, 2023 Korea Data Mining Society, Seoul, Korea, 2023 (Nov., 7)
#Generative Models #Diffusion Models #Image Editing
Deep Learning
Jang, G.H., Cho, H.S., Lee, J.H., Kim, S.B., 디퓨전 모델 기반 Personalization을 위한 개념 수준 분해, 2023 Korea Data Mining Society, Seoul, Korea, 2023 (Nov., 7)
#Generative Models #Diffusion Models
Deep Learning, Quality Analytics/Smart Manufacturing
Choi, J.W., Kim, S.B., 다중 스테이지 공정 센서 시그널 기반 웨이퍼 불량 분류 및 진단 네트워크, 2023 Korean Institute of Industrial Engineers, Ulsan, Korea, 2023 (Nov., 3)
#Smart Manufacturing #Deep Learning #Explainable A.I.
Deep Learning
Jeong, Y.T., Kim, S.B., 피실험자 변동에 강건한 인간 활동 인식을 위한 협력학습 활용 도메인 일반화, 2023 Korean Institute of Industrial Engineers, Ulsan, Korea, 2023 (Nov., 3)
#Human Activity Recognition #Domain generalization #Collaborative Learning
Deep Learning
Park, T.N., Kim, S.B., 스테이블 디퓨전을 활용한 포즈 컨트롤 가상 의상 착용, 2023 Korean Institute of Industrial Engineers, Ulsan, Korea, 2023 (Nov., 3)
#Deep Learning #Diffusion Models
Deep Learning
Baek, M.J., Kim, S.B., Enhancing Semiconductor Equipment Failure Detection using Correlation Analysis and Data Augmentation, 2023 INFORMS Annual Meeting, Phoenix, AZ, US, 2023 (October. 15-18)
#Anomaly detection
Reinforcement Learning
Kim, J.H., Lee,Y.J, Kwak, M.G, Park, Y.J, Kim, S.B., Reinforcement Learning with Non-Contrastive Learning to Enhance Sample Efficiency in Atari, 2023 INFORMS Annual Meeting, Phoenix, AZ, US, 2023 (October. 15-18)
#Reinforcement learning #Self-supervised learning #Game
Deep Learning
Bae, J.S., Kim, S.B., Improving Calibration of Deep Learning Models Through Efficient Confidence Alignment and Temperature Scaling, 2023 INFORMS Annual Meeting, Phoenix, AZ, US, 2023 (October. 15-18)
#Calibration
Deep Learning, Reinforcement Learning
Ko, B.E., Kim, S.B., Reinforcement Learning for Image Classification, 2023 INFORMS Annual Meeting, Phoenix, AZ, US, 2023 (October. 15-18)
#Reinforcement learning #Classification
Deep Learning, Quality Analytics/Smart Manufacturing
Kim, J.H., Lee, J.Y., Ahn, S., Lim, S.R., Heo, J.K., Kim, J.W., Jin, Y.G., Kim, D.Y., Choi, H.H., Hwang, J., Kim, S.B., 이상치 탐지 알고리즘을 활용한 디스플레이 Photo 공정 모니터링, 2023 The Korean Institute of Broadcast and Media Engineers Summer Conference, Jeju-do, Korea, 2023 (Jun., 28-30)
#Deep learning #Anomaly Detection #Time-Series Data
Deep Learning
Mok, C., Kim, S.B., 테이블 데이터에 적용 가능한 자기지도학습 이상탐지 방법론, 2023 Korea Data Mining Society, Gangneung, Korea, 2023 (Jun., 23-24)
#Anomaly Detection #Tabular data #Self-Supervised Learning
Deep Learning, Natural Language Processing
Kim, J.H., Kim, S.S., Lee, J.M., Chae, G.E., Kim, S.B., BURMUDA: Bayesian Uncertainty-based Multi-source Unsupervised Domain Adaptation for Sentimental Analysis, 2023 Korea Data Mining Society, Gangneung, Korea, 2023 (Jun., 23)
#Deep Learning #Domain Adaptation #Bayesian Deep Learning #Natural Language Processing
Deep Learning, Reinforcement Learning, Game
Kim, J.I., Kim, S.B., 데이터 효율성 개선을 위한 자기 지도학습 기반 멀티 에이전트 강화학습, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#self-supervised learning #Reinforcement learning #Deep Learning
Deep Learning
Sim, S.J., Bea, J.S., Kim, S.B., 스펙트로그램 데이터를 이용한 준지도 학습 회귀 예측, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#semi-supervised learning #Regression #Time-Series Data
Deep Learning
Baek, M.J., Kim, S.B., 상관 관계 분석 과 데이터 증강을 통한 반도체 설비 고장 감지, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep Learning #Anomaly detection
Deep Learning, Healthcare/Biomedicine
Kim, J.H., Kim, S.B., PPG 기반 심박수 추정을 위한 다중 소스 비지도 도메인 적응 방법론, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep learning #Time-Series Data #Domain Adaptation #Regression
Deep Learning, Healthcare/Biomedicine
Kim, H.J., Kim, S.B., Subject-invariant Representation Learning for Biosignals, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep Learning #Time-Series Data #Representation Learning
Deep Learning, Natural Language Processing
Jeong, J.Y., Kim, S.B., 로그 메시지의 특성을 반영한 HPC 시스템 조기 오류 탐지, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
##Deep learning #Anomaly detection #Natural Language Processing
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, J.M., Lee, J.Y., Kim, S.B., 시계열 이상치 탐지에서의 불확실성 기반 동적 임계치 설정, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep Learning #Time-Series Data #Anomaly Detection #Dynamic threshold #Uncertainty
Deep Learning, Quality Analytics/Smart Manufacturing
Mok, C., Kim, J., Kim, H., Kim, J.I., Hong, J., Ko, J., Kim, S.B., 샴 네트워크 모델 기반 이상탐지, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep Learning #Time-Series Data #Smart Manufacturing
Deep Learning, Reinforcement Learning
Ko, B.E., Kim, S.B., 심층 강화학습을 활용한 이미지 분류 문제 해결 및 응용, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Deep Learning #Reinforcement learning
Deep Learning
Kim, S.S., Kim, S.B., 장면 이미지 속 문자 인식을 위한 효율적인 음성 데이터 샘플링 기반의 대조학습 모델, 2023 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2023 (Jun. 1-2)
#Scene Text Recognition #Contrastive Learning #Negative Sampling
Deep Learning
Bae, J.S., and Kim, S.B., An uncertainty-based data processing method for reducing overconfidence in Bayesian neural networks, 2022 Korea Data Mining Society, Seoul, Korea, 2022 (Nov., 16)
#Deep Learning Bayesian Deep Learning #Uncertainty
Machine Learning, Deep Learning
Lee, J., Kim, S., B., Open-Set Multichannel Sensor Classification Using Distance-Aware Uncertainty Quantification, 2022 Korea Data Mining Society, Seoul, Korea, 2022 (Nov., 16)
Deep Learning, Natural Language Processing
Heo, J.K., Lim, S.R., Ahn, S., Park, J., Lee, Y.J., Jo, Y., Mok, C., Cho, J., and Kim, S.B., 전장 상황 인지 보고서 생성을 위한 Text-to-Text 멀티 태스크 학습, 2022 Korea Data Mining Society, Seoul, Korea, 2022 (Nov., 16)
#Natural Language Processing #Self-Supervised Learning
Deep Learning, Quality Analytics/Smart Manufacturing
Jo, Y., Ahn, S., Ko, E., Koh, E., Hwang S., Sim S., Nam G., and Kim, S., B., 차량 내부 소음 수준 인식을 위한 자가지도학습, 2022 Korea Data Mining Society, Seoul, Korea, 2022 (Nov., 16)
#Self-supervised learning #regression #Time-Series Data
Deep Learning
Sim, S.J., Jo, Y., Nam G., and Kim, S., B., 차량 내부 소음 예측을 위한 비전 백본 네트워크 기반 다중 출력 모델, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Spectrogram #Multichannel Sensor Data #Multi-output Regression
Deep Learning, Healthcare/Biomedicine
Kim, J.H., Kim, S.B., Multi-source Unsupervised Domain Adaptation for Cross-subject PPG-based Heart Rate Estimation, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Deep learning #Time-Series Data #Domain Adaptation #Regression
Deep Learning, Quality Analytics/Smart Manufacturing
Jeong, J.Y., Kim, S.B., 불균형이 반영된 준지도 학습을 활용한 반도체 웨이퍼 불량 패턴 검출, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
##Deep Learning ##semi-supervised learning
Machine Learning, Deep Learning
Hwang S., Koh, E., Nam G., Kim S., Park G., and Kim, S., B., 전기자동차 소음 예측을 위한 스펙트로그램 오토인코더 기반 자기지도학습, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Self-supervised Learning #Deep Learning #Multichannel Sensor Data
Machine Learning, Quality Analytics/Smart Manufacturing
Kim, K.S., Kim, S.B., 열간압연 두께 예측 및 베이지안 최적화 기반 압연패턴 도출,2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov.4)
#Bayesian Optimization #Machine learning #Tabular data
Deep Learning, Quality Analytics/Smart Manufacturing
Ko, B.E., Kim, S.B., 자기지도학습을 활용한 카메라 해상력 검사 공정 불량 예측, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Deep Learning #Self-supervised Learning #Tabular Data
Deep Learning, Quality Analytics/Smart Manufacturing
Jeong, J.Y., Kim, S.B., 사전 학습된 언어모델을 활용한 시스템 로그 조기 오류 탐지, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Deep Learning #Anomaly Detection
Deep Learning
Kim, H.J., Kim, S.B., 생체 신호를 위한 딥 메트릭 러닝 기반 표현 학습, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Time-Series Data #Contrastive Learning
Deep Learning
Chae, G.E., Kim, S.B., Hard Negative Samples 를 반영한 대조학습을 통한 흉부 x 선 다중 병변 분류, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Self-supervised Learning #Contrastive Learning #Multi-Label Classification #Deep Learning
Deep Learning
Baek, M.J., Kim, S.B., 다변량 데이터의 상호관계성을 반영한 설명 가능한 이상 탐지, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
Deep Learning, Healthcare/Biomedicine
Ahn, S.H., Jo, Y.W., Park, J.H., Kim, S.M., Kim, J.I., Lee, M.G., Lee, S.M., Kim, S.B., 관절 및 수제 각도 기반 상지운동평가 프레임워크, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
Deep Learning
Kim, S.S., Kim, S.B., 장면 이미지 속 한글 문자 인식을 위한 글자 단위 일관성 정규화 기반의 준지도학습 모델, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Scene text recognition #semi-supervised learning
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, J.M., Kim, S.B., 시계열 이상치 탐지에서의 모델 불확실성 기반 동적 임계치 설정, 2022 Korean Institute of Industrial Engineers, Incheon, Korea, 2022 (Nov. 4)
#Time-series-Data #Anomaly detection #Dynamic threshold #Uncertainty
Deep Learning, Quality Analytics/Smart Manufacturing
Mok, C., Kwak, M., Kim, S.B., Self-Supervised Learning for Anomaly Detection on Multivariate Sensor data, 2022 INFORMS Annual Meeting, Indianapolis, IND, US, 2022 (October, 16-19)
#Self-supervised Learning #Anomaly detection #Multivariate sensor data
Deep Learning
Lee, M.J., Kim, S.B., Open-Set Human Activity Recognition Using Mixup Triplet Learning, 2022 INFORMS Annual Meeting, Indianapolis, IND, US, 2022 (October, 16-19)
#Open-Set Recognition #Human activity recognition #Deep learning
Deep Learning
Lee, J.Y., Kim, S.B., Out-of-Distribution Detection Using Distance-Aware Uncertainty Estimation, 2022 INFORMS Annual Meeting, Indianapolis, IND, US, 2022 (October, 16-19)
#Deep Neural Network #Uncertainty #Open Set Recognition
Deep Learning
Lee, M.J., Baek I.S., Kim, S.M., Kim, T.Y., Oh, H.R., Yoo, L.K., and Kim, S.B.* (2022), "Open-set human activity recognition using deep metric learning with Mixup Triplet", Intelligent Systems Conference (IntelliSys), Amsterdam, The Netherlands, 2022 (Sep. 1-2). Poster.
Deep Learning, Game
Baek, I., Bae J., Jeong K., Lee Y.J., Jo U., Kim J.H., and Kim, S.B.* (2022), "Self-Supervised Learning for Prediction Invisible Enemy Information in StarCraft II", Proceedings of the 2022 Intelligent Systems Conference, Amsterdam, The Netherlands, 2022 (Sep. 1-2). Poster.
#Game #Deep Learning #Contrastive Learning
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, J. Y., Mok C., Kim S., Moon S., Kim S. Y., and Kim, S.B.* (2022), "Stochastic Feed-forward Attention Mechanism for Reliable Defect Classification and Interpretation", Proceedings of the 2022 Intelligent Systems Conference, Amsterdam, The Netherlands, 2022 (Sep. 1-2)
#deep learning #explainable artificial intelligence #smart manufacturing
Deep Learning
Lim, S.R., Kim, S.B., Self-Supervised Multi-Signal Representation Based on Signal Token Transformer for Human Activity Recognition and Interpretation, 2022 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2022 (Jun. 2-3)
##Self-supervised Learning#Human Activity Recognition
Deep Learning, Healthcare/Biomedicine
Ahn, S.H., Jo, Y.W., Park, J.H., Kim, S.M., Kim, J.I., Lee, S.M., Kim, S.B., 장애유형분류를 위한 딥러닝 기반 인간 행동 인식, 2022 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2022 (Jun. 2-3)
Deep Learning
Kim, S.M., Kim, S.B., 자세 추정을 통한 고령자 이상 행동 탐지, 2022 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2022 (Jun. 2-3)
Deep Learning
Kim, T.Y., Mok, C.H., Oh, H.R., Kim, S.B., 차량의 외부 디자인 변경에 따른 소음 예측을 위한 설명 가능한 딥러닝 네트워크 모델, 2022 Korean Institute of Industrial Engineers, Jeju-do, Korea, 2022 (Jun. 2-3)
#Deep Learning #Explainable A.I.