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황원준Wonjun Hwang
전공 : 소프트웨어학과
학위 : 박사
이메일 : wjhwang@ajou.ac.kr
연구실 : 팔달관 703호
연구실번호 : 2632
연구실관심분야 : Computer Vision, Pattern Recognition, Deep Learning
Education
- 2016.02 한국과학기술원 박사
- 2001.02 고려대학교 석사
- 1999.02 고려대학교 학사
Working experience
- 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.
Research activity (Selected papers)
- 국제학술발표
- [학술회의] Jaemin Na, Jung-woo Ha, Hyung Jin Chang, Dongyoon Han, and Wonjun Hwang, Switching Temporary Teachers for Semi-supervised Semantic Segmentation, 37th Conference on Neural Information Processing Systems (NeurIPS), New Orleans, US, Dec. 2023
- [학술회의] Junyong Choi, Hyeon Cho, Seokhwa Cheung, and Wonjun Hwang, ORC: Network Group-based Knowledge Distillation using Online Role Change, IEEE/CVF Int'l Conf. on Computer Vision (ICCV), pp. 17381-17390, Paris, France, Oct. 2023
- [학술회의] Hyeon Cho, Junyong Choi, Geonwoo Baek and Wonjun Hwang, itKD: Interchange Transfer-based Knowledge Distillation for 3D Object Detection,IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, Jul. 2023
- [학술회의] Jaemin Na, Dongyoon Han, Hyung Jin Chang, and Wonjun Hwang, Contrastive Vicinal Space for Unsupervised Domain Adaptation, European Conference on Computer Vision (ECCV), Tel Aviv, Israel, Oct. 2022
- [학술회의] Kunliang Liu, Ouk Choi, Jianming Wang, and Wonjun Hwang, CDGNet: Class Distribution Guided Network for Human Parsing, IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), New Orleans, US, Jun. 2022
- [학술회의] Wonchul Son, Jaemin Na, Junyong Choi, and Wonjun Hwang, Densely Guided Knowledge Distillation using Multiple Teacher Assistants,IEEE/CVF International Conf. on Computer Vision (ICCV), pp. 9395-9404, Oct. 2021
- [학술회의] Jaemin Na, Heechul Jung, Hyung Jin Chang, and Wonjun Hwang, FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation, IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), pp. 1094-1103, Jun. 2021
- [학술회의] Wonjun Hwang, Kyungshik Roh, and Junmo Kim, Markov Network-based Unified Classifier for Face Identification, IEEE Int'l Conf. on Computer Vision (ICCV), pp. 1952-1959, Sidney, Australia, Dec. 2013
- [학술회의] Wonjun Hwang, Gyutae Park, Jongha Lee, and Seok-Cheol Kee, Multiple Face Model of Hybrid Fourier Feature for Large Face Image Set, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), pp. 1574-1581, New York, USA, Jun. 2006
- [학술회의] Tae-Kyun Kim, Hyunwoo Kim, Wonjun Hwang, Seok-Cheol Kee, and Josef Kittler, Independent Component Analysis in a Facial Local Residue Space, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Madison, USA, Jul. 2003
- 저서 및 번역
- [저서] 신승훈, 백호기, 서주영, 예홍진, 이택균, 정기현, 정크리스틴(Kristin), 정태선, 최경희, 황원준, 문제 해결을 위한 코딩 전략 (개정판) (Dec, 2017)
Patent and others
- 1.[프로그램] 한준환, 조현, 최준용, 황원준, 딥러닝 기반 인간 신체 식별 소프트웨어 (등록) (C-2021-054695) (Dec, 2021)
- 2.[특허] 황원준, 김태훈, 조현, 딥러닝 학습을 위한 데이터 처리 방법 및 그 장치 (등록) (10-2315427) (Oct, 2021)
- 3.[프로그램] 조현, 황원준, Deepfake detection을 위한 3D CNN 모델 (등록) (C-2021-09313) (Oct, 2021)
- 4.[특허] 황원준, 김형호, 조현, 최욱, 이종 도메인 데이터 간의 변환을 수행하는 GAN의 학습 방법 및 장치 (등록) (10-2306658) (Sep, 2021)
- 5.[특허] 황원준, 김동이, 김형호, 홍준표, 에지(edge) 이미지으로부터 컬러(color) 이미지를 생성하기 위한 GAN(generative adversarial networks) 기반 시스템 (등록) (10-2284796) (Jul, 2021)
- 6.[특허] 황원준, 손원철, 지식 증류를 이용한 학생 네트워크 학습용 시스템 및 학습 방법 (등록) (10-2277810) (Jul, 2021)
- 7.[특허] 황원준, LIU KUNLIANG, 공간 분포를 이용한 휴먼 파싱 방법 및 장치 (출원) (10-2021-0076804 ) (Jun, 2021)
- 8.[특허] 황원준, 나재민, 비지도 도메인 적응 방법 및 장치 (출원) (10-2021-0071062) (Jun, 2021)
- 9.[특허] 신호철, 김동이, 황원준, 고대관, 임수철, 순차적인 이미지 기반의 상호작용력 측정 방법 및 장치 (등록) (10-2260882) (May, 2021)
- 10.[특허] 황원준, 김영빈, 손원철, 구강모, 문영수, 송원석, 이희중, 조영훈, 전자 장치 및 그 제어 방법 (출원) (PCT/KR2021/000891) (Jan, 2021)
- 11.[특허] 황원준, 김태훈, 조현, 임수철, 영상의 회전 특성 학습 방법 및 디바이스 (출원) (10-2020-0149076) (Nov, 2020)
- 12.[특허] 황원준, 김형호, 조현, 최욱, 이종 도메인 데이터 간의 변환을 수행하는 GAN의 학습 방법 및 장치 (출원) (17/082,148) (R0420US) (Oct, 2020)
- 13.[프로그램] 조현, 황원준, 김태훈, Self-supervision을 통한 개선된 성능의 Action Classifier (등록) (C-2020-036379) (Oct, 2020)
- 14.[특허] 황원준, 김영빈, 손원철, 구강모, 문영수, 송원석, 이희중, 조영훈, 전자 장치 및 그 제어 방법 (출원) (10-2020-0114122) (Sep, 2020)
- 15.[특허] 황원준, 김동이, 김형호, 홍준표, 에지(edge) 이미지으로부터 컬러(color) 이미지를 생성하기 위한 GAN(generative adversarial networks) 기반 시스템 (출원) (16/877,869) (R0420US) (May, 2020)
- 16.[특허] 신호철, 황원준, 고대관, 이동한, 임수철, 영상 기반 힘 예측 시스템 및 그 방법 (등록) (10-2094360) (Mar, 2020)
- 17.[특허] 손원철, 김영빈, 황원준, 구강모, 문영수, 송원석, 이희중, 조영훈, 전자 장치 및 그 제어 방법 (출원) (10-2020-0029849) (Mar, 2020)
- 18.[특허] 최욱, 황원준, 권영찬, 장재원, 구형 물체를 이용한 다시점 카메라 위치 보정 장치 및 방법 (출원) (10-2019-0179557) (Dec, 2019)
- 19.[특허] 황원준, 김동이, 신호철, 고대관, 임수철, 순차적인 이미지 기반의 상호작용력 측정 방법 및 장치 (출원) (16/716,881) (R0420US) (Dec, 2019)
- 20.[특허] 황원준, 김영빈, 나재민, 조상흠, 객체 검출 알고리즘의 학습 방법 및 장치 (출원) (10-2019-0136998) (Oct, 2019)
- 21.[프로그램] 황원준, 김형호, 조현, 웹툰 만화 인물 자동 분리 소프트웨어 (등록) (C-2019-029884) (Oct, 2019)
- 22.[특허] 황원준, 신호철, 고대관, 이동한, 임수철, 영상 기반 힘 예측 시스템 및 그 방법 (출원) (PCT/KR2018/011808) (Oct, 2018)
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