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Ewha University

The Graduate School

Jewon Kang Professor

Electronic and Electrical Engineering//Semiconductor Engineering

강제원 프로필 사진
Dr. Je-Won Kang joined the School of Electronics Engineering in Ewha Womans University where he is now Assistant Professor. He received the BS degree (2006) and the MS degree (2008) both in the School of Electrical Engineering, Seoul National University, Korea, and Ph.D degree (2012) in the School of Electrical Engineering, University of Southern California (USC), LA, USA.From 2012.8 to 2014.2, he was a senior engineer in Multimedia RnD and Standard team in Qualcomm, San Diego, USA while he made a number of contribution to the international 2D&3D video coding standards as an expert. From 2011 to 2012, he was a visiting scholar in the Tampere University & Nokia research center, participating into the HEVC/H.265 standard. His current research interest includes image, video, and 3D-data compression and their related standardization, and interdisciplinary fields using advanced signal processing and algorithms such as machine learning. 
  • Asan Engineering Building #431
  • 02-3277-2347
  • Research Interests
    • Image/Video Signal Processing, Machine Learning
Research Record
  • Noise-Robust Sleep Staging via Adversarial Training With an Auxiliary Model IEEE Transactions on Biomedical Engineering, 2023, v.70 no.4, 1252-1263
    SCIE Scopus dColl.
  • Reinforcement Learning for Rate-Distortion Optimized Hierarchical Prediction Structure IEEE Access, 2023, v.11, 20240-20253
    SCIE Scopus dColl.
  • Robust Spatial-Temporal Motion Coherent Priors for Multi-View Video Coding Artifact Reduction IEEE ACCESS, 2023, v.11, 123104-123116
    SCIE Scopus dColl.
  • Transferring Structured Knowledge in Unsupervised Domain Adaptation of a Sleep Staging Network IEEE Journal of Biomedical and Health Informatics, 2022, v.26 no.3, 1273-1284
    SCIE Scopus dColl.
  • Unsupervised Black-Box Model Domain Adaptation for Brain Tumor Segmentation Frontiers in Neuroscience, 2022, v.16, 837646
    SCIE Scopus dColl.
  • VVC 화면 내 예측에서의 딥러닝 기반 예측 블록 개선을 통한 부호화 효율 향상 기법 방송공학회 논문지, 2022, v.27 no.4, 477-486
    KCI dColl.
  • 19대 대선 TV토론에 대한 방송뉴스 영상의 균형성, 진실성 연구 심층학습 기반 동영상 처리 알고리즘을 통한 후보자들의 등장빈도, 표정, 응시방향 분석 방송통신연구, 2021, no.114, 113-157
    KCI dColl.
  • 360 degrees Image Reference-Based Super-Resolution Using Latitude-Aware Convolution Learned From Synthetic to Real IEEE ACCESS, 2021, v.9, 155924-155935
    SCIE Scopus dColl.
  • Dynamic Motion Estimation and Evolution Video Prediction Network IEEE TRANSACTIONS ON MULTIMEDIA, 2021, v.23, 3986-3998
    SCIE Scopus dColl.
  • Fast Multi-Type Tree Partitioning for Versatile Video Coding Using a Lightweight Neural Network IEEE TRANSACTIONS ON MULTIMEDIA, 2021, v.23, 4388-4399
    SCIE Scopus dColl.
  • Automated Detection of Surface Cracks and Numerical Correlation with Thermal-Structural Behaviors of Fire Damaged Concrete Beams International Journal of Concrete Structures and Materials, 2020, v.14 no.1, 12
    SCIE Scopus KCI dColl.
  • Deep Video Prediction Network-ased Inter-Frame Coding in HEVC IEEE ACCESS, 2020, v.8, 95906-95917
    SCIE Scopus dColl.
  • 딥 러닝(Deep learning)기반 동영상 처리 알고리즘을 통한 19대 대선 TV토론 영상분석 후보자들의 등장빈도, 표정, 응시방향에 대한 분석 한국언론학보, 2020, v.64 no.5, 319-372
    KCI dColl.
  • 6 자유도 전방위 몰입형 비디오의 압축 코덱 개발 및 성능 분석 방송공학회 논문지, 2019, v.24 no.6, 1035~1052
    KCI dColl.
  • Context-Based Ternary Tree Decision Method in Versatile Video Coding for Fast Intra Coding IEEE ACCESS, 2019, v.7, 172597-172605
    SCIE Scopus dColl.
  • Ensemble of Random Binary Output Encoding for Adversarial Robustness IEEE ACCESS, 2019, v.7, 124632-124640
    SCIE Scopus dColl.
  • Fast Affine Motion Estimation for Versatile Video Coding (VVC) Encoding IEEE ACCESS, 2019, v.7, 158075-158084
    SCIE Scopus dColl.
  • Learning to Detect Cracks on Damaged Concrete Surfaces Using Two-Branched Convolutional Neural Network SENSORS, 2019, v.19 no.21, 4796
    SCIE Scopus dColl.
  • Multi-channel fusion convolutional neural network to classify syntactic anomaly from language-related ERP components Information Fusion, 2019, v.52, 53-61
    SCIE Scopus dColl.
  • Ensemble of binary tree structured deep convolutional network for image classification Proceedings - 9th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2017, 2018, v.2018-February, 1448-1451
    Scopus dColl.
  • Machine Learning-Based Fast Angular Prediction Mode Decision Technique in Video Coding IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, v.27 no.11, 5525-5538
    SCIE Scopus dColl.
  • 비디오 압축을 위한 딥러닝 기반 화면 간 예측 부호화 기법 방송공학회 논문지, 2018, v.23 no.5, 718~721
    KCI dColl.
  • Bi-directional deformable block-based motion estimation for frame rate-up conversion of 360-degree videos ELECTRONICS LETTERS, 2017, v.53 no.17
    SCIE Scopus dColl.
  • Combining random forest with multi-block local binary pattern feature selection for multiclass head pose estimation PLoS ONE, 2017, v.12 no.7
    SCIE Scopus dColl.
  • Head pose estimation using random forest and texture analysis 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016, 2017
    Scopus dColl.
  • Sample-adaptive-prediction for HEVC SCC intra coding with ridge estimation from spatially neighboring samples Proceedings of SPIE - The International Society for Optical Engineering, 2017, v.10225
    Scopus dColl.
  • A novel intrusion detection method using deep neural network for in-vehicle network security IEEE Vehicular Technology Conference, 2016, v.2016-July
    Scopus dColl.
  • Compressed domain video saliency detection using global and local spatiotemporal features Journal of Visual Communication and Image Representation, 2016, v.35, 169-183
    SCIE Scopus dColl.
  • Efficient Residual DPCM Using an l(1) Robust Linear Prediction in Screen Content Video Coding IEEE TRANSACTIONS ON MULTIMEDIA, 2016, v.18 no.10, 2054-2065
    SCIE Scopus dColl.
  • Intrusion Detection System Using Deep Neural Network for In-Vehicle Network Security PLOS ONE, 2016, v.11 no.6
    SCIE Scopus dColl.
  • Multiview and 3D Video Compression Using Neighboring Block Based Disparity Vectors IEEE TRANSACTIONS ON MULTIMEDIA, 2016, v.18 no.4, 576-589
    SCIE Scopus dColl.
  • Novel distribution model of transformed coefficients in video coding using quad-tree structured block partitioning Multidimensional Systems and Signal Processing, 2016, 28, 1589-1609
    SCIE Scopus dColl.
  • Sample adaptive color space transform for screen content video coding Signal, Image and Video Processing, 2016, 20 Oct 2016, 1-8
    SCIE Scopus dColl.
  • 3차원 동영상 압축 표준의 텍스쳐 비디오 우선 부호화방식을 위한 변위 벡터 추정 기법 한국통신학회논문지, 2015, v.40 no.10, 2080-2089
    KCI dColl.
  • Sample selective filter in HEVC intra-prediction for screen content video coding ELECTRONICS LETTERS, 2015, v.51 no.3, 236-237
    SCIE Scopus dColl.
  • Sparcity-induced structured transform in intra video coding for screen contents Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2015, v.9315, 300-307
    Scopus dColl.
  • Structured sparse representation of residue in screen content video coding Electronics Letters, 2015, v.51 no.23, 1871-1873
    SCIE Scopus dColl.
  • 색 공간 내 중복 정보 감소를 위한 HEVC 스크린 콘텐츠 부호화 기법 성능 분석 방송공학회 논문지, 2015, v.20 no.5, 687-696
    KCI dColl.
  • 스크린 콘텐츠 비디오의 압축을 위한 인접 화소의 가중 합을 이용한 적응적 Residual DPCM 기법 방송공학회 논문지, 2015, v.20 no.5, 782-785
    KCI dColl.
  • Explicit residual DPCM for screen contents coding Proceedings of the International Symposium on Consumer Electronics, ISCE, 2014
    Scopus dColl.
  • On DCT coefficient distribution in video coding using quad-tree structured partition 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014, 2014
    Scopus dColl.
  • [학술지논문] Noise-Robust Sleep Staging via Adversarial Training With an Auxiliary Model IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2023, v.70 no.4 , 1252-1263
    SCIE
  • [학술지논문] Reinforcement Learning for Rate-Distortion Optimized Hierarchical Prediction Structure IEEE ACCESS, 2023, v.11 no.1 , 20240-20253
    SCIE
  • [학술지논문] Robust Spatial-Temporal Motion Coherent Priors for Multi-View Video Coding Artifact Reduction IEEE ACCESS, 2023, v.11 no.1 , 123104-123116
    SCIE
  • [학술지논문] Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives APSIPA Transactions on Signal and Information Processing, 2022, v.11 no.1 , 25-25
    Scopus
  • [학술지논문] Transferring Structured Knowledge in Unsupervised Domain Adaptation of a Sleep Staging Network IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, v.26 no.3 , 1273-1284
    SCI
  • [학술지논문] Unsupervised Black-Box Model Domain Adaptation for Brain Tumor Segmentation FRONTIERS IN NEUROSCIENCE, 2022, v.16 no.0 , 837646-837646
    SCIE
  • [학술지논문] 19대 대선 TV토론에 대한 방송뉴스 영상의 균형성, 진실성 연구 심층학습 기반 동영상 처리 알고리즘을 통한 후보자들의 등장빈도, 표정, 응시방향 분석 방송통신연구, 2021, v.0 no.114 , 113-157
    KCI
  • [학술지논문] 360 degrees Image Reference-Based Super-Resolution Using Latitude-Aware Convolution Learned From Synthetic to Real IEEE ACCESS, 2021, v.9 no.0 , 155924-155935
    SCIE
  • [학술지논문] Dynamic Motion Estimation and Evolution Video Prediction Network IEEE TRANSACTIONS ON MULTIMEDIA, 2021, v.23 no.0 , 3986-3998
    SCIE
  • [학술지논문] Fast Multi-Type Tree Partitioning for Versatile Video Coding Using a Lightweight Neural Network IEEE TRANSACTIONS ON MULTIMEDIA, 2021, v.23 no.0 , 4388-4399
    SCIE
  • [학술지논문] Automated Detection of Surface Cracks and Numerical Correlation with Thermal-Structural Behaviors of Fire Damaged Concrete Beams INTERNATIONAL JOURNAL OF CONCRETE STRUCTURES AND MATERIALS, 2020, v.14 no.1 , 12-12
    SCIE
  • [학술지논문] Deep Video Prediction Network-ased Inter-Frame Coding in HEVC IEEE ACCESS, 2020, v.8 no.0 , 95906-95917
    SCIE
  • [학술지논문] 딥 러닝(Deep learning)기반 동영상 처리 알고리즘을 통한 19대 대선 TV토론 영상분석 후보자들의 등장빈도, 표정, 응시방향에 대한 분석 한국언론학보, 2020, v.64 no.5 , 319-372
    KCI
  • [학술지논문] Toward 6 Degree-of-Freedom Video Coding Technique and Performance Analysis 방송공학회 논문지, 2019, v.24 no.6 , 1035-1052
    KCI
  • [학술지논문] Context-Based Ternary Tree Decision Method in Versatile Video Coding for Fast Intra Coding IEEE ACCESS, 2019, v.7 no.0 , 172597-172605
    SCIE
  • [학술지논문] Ensemble of Random Binary Output Encoding for Adversarial Robustness IEEE ACCESS, 2019, v.7 no.0 , 124632-124640
    SCIE
  • [학술지논문] Fast Affine Motion Estimation for Versatile Video Coding (VVC) Encoding IEEE ACCESS, 2019, v.7 no.0 , 158075-158084
    SCIE
  • [학술지논문] Multi-channel fusion convolutional neural network to classify syntactic anomaly from language-related ERP components INFORMATION FUSION, 2019, v.52 no.0 , 53-61
    SCIE
  • [학술발표] Future Object Localization in Autonomous Driving Using Ego-Centric Images and Motions 2022 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA, 태국, 2022-11-08 2022 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA, 2022
  • [학술발표] Unsupervised domain adaptation for segmentation with black-box source model SPIE Medical Imaging 2022, 미국, 2022-04-04 SPIE, 2022
  • [학술발표] Rate-distortion optimized temporal segmentation using reinforcement learning for video coding Asia Pacific Signal and Information Processing Association, 일본, 2021-12-14 Asia Pacific Signal and Information Processing Association, 2021
  • [학술발표] Training compression artifacts reduction network with domain adaptation SPIE Optical Engineering + Applications, 미국, 2021-08-01 Proceedings Volume 11842, Applications of Digital Image Processing XLIV; 118420U (2021), 2021
  • [학술발표] Video Question Answering Using Language-Guided Deep Compressed-Domain Video Feature International Conference on Computer Vision, 미국, 2021-10-12 International Conference on Computer Vision, 2021
  • [학술발표] Super-resolution of Multi-view ERP 360-Degree Images with Two-Stage Disparity Refinement APSIPA 2020, 뉴질랜드, 2020-12-07 APSIPA 2020, 2020
  • [학술발표] Temporal Attention Feature Encoding for Video Captioning APSIPA 2020, 뉴질랜드, 2020-12-07 APSIPA 2020, 2020
  • [학술발표] Relevance Regularization of Convolutional Neural Network for Interpretable Classification IEEE Computer Vision Pattern Recognition Workshop, 미국, 샌디에고, 2019-06-16 CVPRW, 2019
Courses
  • 2024-1st

    • Machine Learning and Laboratory

      • Subject No 38762Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 5~5 (ENG A107) , Wed 4~4 (ENG A107)
    • Image Coding

      • Subject No G14674Class No 01
      • Year ( 3Credit , 3Hour) Wed 6~7 (ENG )
    • Smart Factory Capstone Design

  • 2023-2nd

    • Smart Factory Capstone Design

  • 2023-1st

    • Machine Learning and Laboratory

      • Subject No 38762Class No 01
      • 4Year ( 3Credit , 3Hour) Mon 5~5 (ENG A107) , Wed 4~4 (ENG A107)
    • Machine Learning

      • Subject No G17315Class No 01
      • Year ( 3Credit , 3Hour) Tue 2~3 (ENG )
    • Smart Factory Capstone Design

  • 2022-1st

    • Advanced Programming for Electronics Engineering

      • Subject No 37275Class No 01
      • 2Year ( 3Credit , 3Hour) Tue 6~6 (ENG A103) , Thu 4~4 (ENG A410)
    • Video signal processing 강의 계획서 상세보기

      • Subject No G17471Class No 01
      • Year ( 3Credit , 3Hour) Fri 5~6 (-)
  • 2021-2nd

    • Introduction to programming

      • Subject No 37412Class No 01
      • 1Year ( 3Credit , 3Hour) Mon 4~4 (ENG A101) , Thu 5~5 (ENG A410)
    • Machine Learning

      • Subject No G17315Class No 01
      • Year ( 3Credit , 3Hour) Thu 2~3 (ENG )
Academic Background

University of Southern California Ph.D.(전자공학과)

Seoul Nat'l Univ. 공학석사(전기컴퓨터공학부)

Seoul Nat'l Univ. 공학사(전기공학부)

Work Experience

Qualcomm 2012-08-06 ~ 2014-02-28