Wonjun Hwang received both B.S. and M.S. degrees from the Department of Electronics Engineering, Korea University, Korea, in 1999 and 2001, respectively, and Ph.D. degree in the School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Korea, in 2016. From 2001 to 2008, he was a research staff member in Samsung Advanced Institute of Technology (SAIT), Korea. In 2004, he contributed to the promotion of Advanced Face Descriptor, Samsung and NEC joint proposal, to MPEG-7 international standardization. In 2006, he proposed the SAIT face recognition method which achieved the best accuracy under the uncontrolled illumination situation at Face Recognition Grand Challenge (FRGC) and Face Recognition Vendor Test (FRVT). In 2006, he developed the real-time face recognition engine for the Samsung cellular phone, SGH-V920. From 2009 to 2011, he was a senior engineer in Samsung Electronics, Korea, where he worked on developing face and gesture recognition methods for Samsung humanoid robot, a.k.a RoboRay. In 2011, he rejoined the SAIT as a research staff member and from 2011 to 2014 he worked for a 3D medical image processing of Samsung surgical robot. From 2014 to 2016, he worked on developing deep learning-based face detection and recognition methods for Samsung Galaxy series. In 2016, he joined the department of Software and Computer Engineering, Ajou University, Korea, as an assistant professor. His research interests are in computer vision, pattern recognition, and deep learning.
연구활동(주요논문)
연구활동(주요논문)
[논문] 최욱, 황원준, Colored Point Cloud Registration by Depth Filtering , SENSORS , pp.21 -21 (Oct, 2021)
[논문] 조현, HYUNG JIN CHANG, 정희철, 황원준, Self-Supervised Visual Learning by Variable Playback Speeds Prediction of a Video , IEEE ACCESS , pp.79562 -79571 (May, 2021)
[논문] 김동이, 신호철, 조현, 임수철, 황원준, An Efficient Three-Dimensional Convolutional Neural Network for Inferring Physical Interaction Force from Video , SENSORS , Vol.19 , No.16 , pp.3579 -3579 (Aug, 2019)
[논문] 정희철, 황원준, 주정우, 김준모, Refining background subtraction using consistent motion detection in adverse weather , JOURNAL OF ELECTRONIC IMAGING , Vol.28 , No.2 (Mar, 2019)
[논문] 이동한, 황원준, 임수철, Interaction Force Estimation Using Camera and Electrical Current Without Force/Torque Sensor , IEEE SENSORS JOURNAL , Vol.18 , No.21 , pp.8863 -8872 (Nov, 2018)
[논문] 황원준, 김준모, Example image-based feature extraction for face recognition , MULTIMEDIA TOOLS AND APPLICATIONS , Vol.77 , No.18 , pp.23429 -23447 (Sep, 2018)
[논문] 황원준, Sequential Convolutional Residual Network for Image Recognition , IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS , No.4 , pp.1213 -1216 (Apr, 2018)
[논문] 황원준, 임수철, Inferring Interaction Force from Visual Information without Using Physical Force Sensors , SENSORS , Vol.17 , No.11 , pp.2455 -2455 (Oct, 2017)
[논문] 이선민, 유병인, 한재준, 황원준, Deep neural network using color and synthesized three-dimensional shape for face recognition , JOURNAL OF ELECTRONIC IMAGING , Vol.26 , No.2 (Mar, 2017)
국내학술논문지
[논문] 조상흠, 김영빈, 나재민, 박민우, 이상환, 이용, 황원준, CycleGAN을 이용한 야간 상황 물체 검출 알고리즘. , 멀티미디어학회논문지 , Vol.22 , No.1 , pp.44 -54 (Jan, 2019)
[논문] 백상현, 황원준, Deep Learning을 사용한 백색광 주사 간섭계의 높이 측정 방법 , 멀티미디어학회논문지 , Vol.21 , No.8 , pp.864 -875 (Aug, 2018)
[논문] 백상현, 황원준, Optical Flow를 사용한 동영상의 흔들림 자동 평가 방법 , 멀티미디어학회논문지 , Vol.20 , No.8 , pp.1236 -1247 (Aug, 2017)
국제학술발표
[학술회의] 손원철, 황원준, 나재민, 최준용, Densely Guided Knowledge Distillation Using Multiple Teacher Assistants , IEEE/CVF International Conference on Computer Vision (ICCV) , pp.9395 -9404 (Oct, 2021)
[학술회의] 나재민, 황원준, Hyung Jin Chang, 정희철, FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation , Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Jun, 2021)
[학술회의] 나재민, 황원준, Representation Learning for Style and Content Disentanglement with Autoencoders , The 5th Asian Conference on Pattern Recognition (ACPR) (Nov, 2019)
[학술회의] 김영빈, 황원준, Real Full Binary Neural Network for Image Classification and Object Detection , The 5th Asian Conference on Pattern Recognition (ACPR) (Nov, 2019)
[학술회의] 김형호, 황원준, 조현, 최욱, D-ALICE: Domain Adaptation-based Labeling the human In Cartoon imagE , 7th International Conference on Robot Intelligence Technology and Applications (Nov, 2019)
[학술회의] 조현, 황원준, 김형호, 고대관, 임수철, Which LSTM Type is Better for Interaction Force Estimation? , 7th International Conference on Robot Intelligence Technology and Applications (Nov, 2019)
[학술회의] 박재연, 고정길, 조현, 황원준, Rajesh K. Balan, Poster: Deep ECG Wave Estimation Model with Seismograph Sensor , ACM MobiSys 2019 (Jun, 2019)
[학술회의] 조현, 황원준, 김동이, 노경식, 박준호, 2D Barcode Detection using Images for Drone-assisted Inventory Management , 15TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS (Jun, 2018)
[학술회의] 황원준, 김태호, Unsupervised Convolutional Neural Network with Virtual Class , The 18th International Symposium on Advanced Intelligent Systems (Oct, 2017)
[학술회의] 김지환, 김준모, 황원준, 한동윤, 3D Face Recognition via Discriminative Keypoint Selection , The 14th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) (Jun, 2017)
[학술회의] Hao Feng, 황원준, Biao Wang, Bing Yu, Chao Zhang, Haitao Wang, 최창규, 한재준, A Fast Multi-view Face Detector for Mobile Phone, , IEEE Int'l Conf. on Image Processing (Sep, 2016)
국내학술발표
[학술회의] 윤진수, 황원준, Sum Pooling 기반 도메인 적응 분류기 및 검출기 성능 개선 , 2021 대한전자공학회 추계학술대회 , pp.1057 -1062 (Nov, 2021)
[학술회의] 한준환, 황원준, Source 이미지와 Target 이미지 Mixup을 통한 Unsupervised Domain Adaptation Object Detection 성능 향상 , 제 31회 신호처리합동학술대회 (Oct, 2021)
[학술회의] 김태훈, 황원준, 자기 지도 학습의 공동 교육 방법을 통한 행동 인식 성능 개선 , 대한전자공학회 하계종합학술대회 (Jul, 2021)
[학술회의] 노준호, 황원준, 우승범, 라벨 노이즈 환경에서 확률분포 예측 성능 향상 방법 , 한국정보통신학회 춘계 종합학술대회 (May, 2021)
[학술회의] 손원철, 황원준, 최준용, 교사-학생 모델 간 극심한 크기 및 성능 차이 극복을 위한 Multiple Assistants 기반 Densely Guided Knowledge Distillation , 제 33회 영상처리 및 이해에 관한 워크샵(IPIU) (Feb, 2021)
[학술회의] 손원철, 황원준, 저성능 시스템의 즉각 처리 컨볼류션 신경망 사용을 위한 중간 교사 모델 지식 증류법 , 제30회 신호처리합동학술대회 (Sep, 2020)