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College of Computing and Informatics - College of Computing and Informatics

List KOR
  • Assistant Professor Computer Vision, Multimodal Learning, Transfer Learning
  • HONG, SUNGEUN 홈페이지 바로가기
    Lab AI & Media Lab

Research Interest 

Multimodal Learning. Vision-Language Models,  Domain Adaptation, Robot Vision

Education

  • Ph.D., Computer Science, KAIST (2018)
  • MS, Computer Science, KAIST (2012)
  • BS, Computer Engineering, Hanyang University (2010)

Experience

  • Assistant Professor, Dept. of Information and Communication Engineering, Inha University (2020 - 2023)
  • Research Scientist, T-Brain, SK telecom (2018 - 2020)

Journal Articles

  • (2023)  Visual and tactile perception techniques for braille recognition.  Micro and Nano Systems Letters.  11,  1
  • (2023)  Re-Aging GAN++: Temporally Consistent Transformation of Faces in Videos.  IEEE ACCESS.  11,  1
  • (2023)  SegTex: A Large Scale Synthetic Face Dataset for Face Recognition.  IEEE ACCESS.  11,  1
  • (2023)  외부 메모리 어텐션 기반 준지도 비디오 객체 분할.  방송공학회 논문지.  5,  1
  • (2023)  테스트 단계 도메인 적응 모델의 성능 향상을 위한 기법 분석.  방송공학회 논문지.  5,  1
  • (2023)  TL-ADA: Transferable Loss-based Active Domain Adaptation.  NEURAL NETWORKS.  161,  1
  • (2022)  데이터 증강을 통한 마스크 착용 얼굴 이미지에 강인한 얼굴 자세 추정.  방송공학회 논문지.  6,  1
  • (2022)  얼굴 마스크 정보를 활용한 다중 속성 얼굴 편집.  방송공학회 논문지.  5,  1
  • (2022)  Adaptive Graph Adversarial Networks for Partial Domain Adaptation.  IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY.  32,  1
  • (2021)  Domain Adaptation Without Source Data.  IEEE Transactions on Artificial Intelligence.  2,  6
  • (2021)  다중 스케일 얼굴 영역 딕셔너리의 적대적 증류를 이용한 얼굴 초해상화.  방송공학회 논문지.  5,  1
  • (2021)  Self-Supervised Feature Enhancement Networks for Small Object Detection in Noisy Images.  IEEE SIGNAL PROCESSING LETTERS.  28,  1
  • (2020)  Towards Privacy-Preserving Domain Adaptation.  IEEE SIGNAL PROCESSING LETTERS.  27,  1
  • (2020)  Attention-guided adaptation factors for unsupervised facial domain adaptation.  ELECTRONICS LETTERS.  56,  16
  • (2019)  Unsupervised Face Domain Transfer for Low-Resolution Face Recognition.  IEEE SIGNAL PROCESSING LETTERS.  27,  1
  • (2018)  D3: Recognizing dynamic scenes with deep dual descriptor based on key frames and key segments.  NEUROCOMPUTING.  273,  1
  • (2018)  Not all frames are equal: aggregating salient features for dynamic texture classification.  MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING.  29,  1
  • (2015)  Sorted Consecutive Local Binary Pattern for Texture Classification.  IEEE TRANSACTIONS ON IMAGE PROCESSING.  24,  1
  • (2013)  Recursive Bayesian fire recognition using greedy margin-maximizing clustering.  MACHINE VISION AND APPLICATIONS.  24,  1

Patent/Intellectual Property

  • Method and Apparatus for Transferable Loss_based Active Domain Adaptation.  C-2023-020239.  20230504.  KOREA, REPUBLIC OF
  • 군중 계산을 위한 교차 모달 공간 채널 주의 블록.  C-2022-047209.  20221122.  KOREA, REPUBLIC OF
  • 촬영 환경에 강인한 차량 번호판 인식 시스템.  C-2012-021243.  20120604.  KOREA, REPUBLIC OF

Honors / Awards

  • Best Paper Award at The 25th Korean MEMS Conference, March 2023
  • Outstanding Young Researcher Award from the Korea Broadcasting and Media Engineering Society, Dec 2021
  • 3rd Prize in Vision Meets Drones: A Challenge (ICCV '19), Oct 2019
  • 3rd Prize in Unsupervised DAVIS Challenge on Video Object Segmentation (CVPR '19), Jun 2019
  • 1st prize in SK telecom Tech Expert Board (TEB) excellent work awards, Oct 2018
  • 2nd Prize in VizWiz Grand Challenge: Answering Visual Questions from Blind People (ECCV '18) , Sep 2018

Conference Paper

  • (2023)  Intra-Inter Modal Attention Blocks for RGB-D Semantic Segmentation.  ACM International Conference on Multimedia Retrieval (Former ACM International Conference on Image and Video Retrieval).  GREECE
  • (2023)  IFQA: Interpretable Face Quality Assessment.  Winter Conference on Applications of Computer Vision.  UNITED STATES
  • (2022)  Spatio-channel Attention Blocks for Cross-modal Crowd Counting.  Asian Conference on Computer Vision.  CHINA
  • (2021)  Patch-level Augmentation for Object Detection in Aerial Images.  Workshops at International Conference on Computer Vision.  KOREA, REPUBLIC OF
  • (2021)  Re-Aging GAN: Toward Personalized Face Age Transformation.  International Conference on Computer Vision.  UNITED STATES
  • (2019)  Key Instance Selection for Unsupervised Video Object Segmentation.  Workshops at Computer Vision and Pattern Recognition.  UNITED STATES
  • (2018)  Scale-Varying Triplet Ranking with Classification Loss for Facial Age Estimation.  Asian Conference on Computer Vision.  AUSTRALIA
  • (2018)  Bilinear Attention Networks for VizWiz Challenge.  Workshops at European Conference on Computer Vision.  GERMANY
  • (2018)  Cascaded Pyramid Network for 3D Human Pose Estimation Challenge.  Workshops at European Conference on Computer Vision.  GERMANY
  • (2018)  CBVMR: Content-Based Video–Music Retrieval Using Soft Intra-Modal Structure Constraint.  International Conference on Multimedia Retrieval.  JAPAN
  • (2017)  SSPP-DAN: Deep Domain Adaptation Network for Face Recognition with Single Sample Per Person.  International Conference on Image Processing.  CHINA
  • (2013)  3D Keypoint Tracking Based on Hybrid Flow Computation for Human Motion Analysis.  International Conference on Machine Vision Applications.  JAPAN