Myung-Cheol Roh

Research Interest     

• Computer vision and pattern recognition related fields

         - Face and gesture recognition

         - Facial component alignment

         - Object detection and tracking

         - Video contents understanding

  Awards and Certifications

IR52 장영실상 (한국산업기술진흥협회) : 안전환경 3D/2D 지능형 영상분석 솔루션, 2016.03

CPNI (영국) 정부기관 주관 성능평가 최고등급 획득: 지능형 영상 감지 성능, 2015.11

KISA 바이오 인식분야 국제공인시험기관 공식인증 획득: 얼굴인식 알고리즘 성능 분야 전부문, 2013.11

Best Paper Award '07/'08 : Brain Korea 21, 2007, 2008

Best Paper Award '06 : The 25th annual paper competition by Microsoft and the Korea Information Science Society, 2006

  Patents (등록)

그룹 기반 얼굴 인식 방법 및 장치 (GROUP BASED FACE RECOGNITION METHOD AND APPARATUS), Patent No. 1024080420000 (2022.06.08)

얼굴 정렬을 위한 특징점별 특징을 추출하기 위한 서술자 생성 시스템 및 이를 이용한 특징점별 서술자 생성 방법 (System of Facial Feature Point Descriptor for Face Alignment and Method thereof), Patent No. 1017055840000 (2017.02.06)

랜덤 포레스트를 이용한 성별인식 방법 (Method for recognizing gender using random forest), Patent No. 1016728140000 (2016.10.31)

인증 방법 및 이를 이용한 인증 장치 (Authentication method and authentication device using the same), Patent No. 1015676860000 (2015.11.03)

눈 위치 검출 방법(Method for detecting a position of eye), Patent No. 1015014100000 (2015.03.04)

얼굴 검출 및 검증 방법 및 그 장치 ( Method for extracting and verifying face and apparatus thereof), Patent No. 1014411060000 (2014.09.05) 

얼굴 분석 기반의 선택적 영역 모자이크 방법 (Mosaic Method of Selective Area Based on Face Analysis), Patent No. 1016127350000 (2016.04.08)

  Publication [google_scholar]

M.-C. Roh, P.-G. Lim, J. Shin, "Gallery Sampling for Robust and Fast Face Identification," CoRR abs/2305.07495, 2022

D. Kang, M.-C. Roh, H. Kim, Y. Kim, S.-W. Lee, "Classification-based Multi-task Learning for Efficient Pose Estimation Network," ICPR, 2022

J. S. Yoon, M.-C. Roh, H.-I. Suk, "A Plug-in Method for Representation Factorization in Connectionist Models," IEEE trans. Neural Networks Learn. Syst. 33(8), 2022

Y. Kim, W. Park, M.-C. Roh, J. Shin, "GroupFace: Learning Latent Groups and Constructing Group-Based Representations for Face Recognition," CVPR 2020

M. Kim, J. Shin, M.-C. Roh, H.-C. Choi, "Uncorrelated Feature Encoding for Faster Image Style Transfer," Nueral Networks, 2022 (CoRR abs/1807.01493, 2018)

노명철, 이주영, "사진에서 사람을 읽다," Kakao AI Report, vol. 3, May, 2017 (기사(zdnet), Report vol. 3)

M.-C. Roh, J.-Y. Lee, "Refining Faster-RCNN for Accurate Object Detection," MVA, 2017. Japan

이주영, 노명철, "로드뷰 이미지와 같은 초고화질 이미지를 위한 고성능 객체 검출," 29th Workshop on Image Processing and Image Understanding, Feb 2017

V. N. Boddeti, M.-C. Roh, J. Shin, T. Oguri, T. Kanade, "Face Alignment Robust to Pose, Expressions and Occlusions," CoRR abs/1707.05938, 2017

M.-C. Roh, D. Kang, S.-J. Huh, and S.-W. Lee, "A Virtual Mouse Interface with A Two-Layered Bayesian Network," Multimedia Tools and Applications, Vol. 76, No. 2, Jan. 2017. (SCIE)  (link)

Y. Chen, A. Atnafu, I. Schlattner, W. Weldtsadik, M.-C. Roh, H.-J. Kim, S.-W. Lee, B. Blankertz, and S. Fazli, "A High-Security EEG-based Login System with RSVP Stimuli and Dry Electrodes," IEEE Transactions on Information Forensics & Security, Nov. 2016. (SCI)  (link)

M.-C. Roh, S. Fazli, and S.-W. Lee, "Selective Temporal Filtering and Its Application to Hand Gesture Recognition," Applied Intelligence, Sep. 2016. (SCI)  (link) 

이희성 외 7인, "산업현장에서 작업자 안전을 위한 지능형 영상분석 시스템," 한국산업보안연구학회지, Vol 5, 2015. 

M.-C. Roh and S.-W. Lee, "Human Gesture Recognition Using A Simplified Dynamic Bayesian Network," Multimedia Systems, Vol. 21, Issue 6, Nov. 2015, pp. 557-568. (SCI) (link) 

C.-Y. Lu, M.-C. Roh, S.-Y. Kang, and S.-W. Lee, “Automatic Logo Transition Detection in Digital Video Contents ,” Pattern Analysis and Applications, Vol. 15, May 2012, pp. 175-187. (SCIE) (link) 

M.-C. Roh , "비젼 기반 제스처 인식을 위한 상태-공간 모델 평가 방법 (New Evaluation Method of a State-Space Model for Vision based Gesture Recognition)," Journal of Korean Institute of Information Scientists and Engineers, Vol. 17, No. 9, 2011, pp. 207-211.

 M.-H. Jang, S.-Y. Lee, S.-W. Kim, M.-C. Roh , J.-H. Lee, and S.-W. Nam, "On Extracting Perception-based Features for Effective Similar Shader Retrieval," Proc. IEEE Computer Software and Applications Conference, July 2011.

 M.-C. Roh , O. Takaharu, and T. Kanade, "Face Alignment Robust to Occlusion," Proc. 9th IEEE International Conference on Automatic, March 2011.

M.-C. Roh, H.-K. Shin, and S.-W. Lee, "View-Independent Human Action Recognition with Volume Motion Template on Single Stereo Camera," Pattern Recognition Letters, Vol. 31, No. 7, May 2010, pp. 639-647.

M.-C. Roh, S.-J. Huh, and S.-W. Lee, "A Virtual Mouse Interface Based on Two-layered Bayesian Network," In Proc. IEEE Workshop on Applications of Computer Vision (WACV), Dec. 2009. (Oral)

M.-C. Roh and S.-W. Lee, "A Semi-Dynamic Bayesian Network for Human Gesture Recognition," Proc. IEEE International Conference on Systems, Man, and Cybernetics, Singapore, October 2008. (Oral)

M.-C. Roh, B. Christmas, J. Kittler and S.-W. Lee, "Gesture Spotting for Low-Resolution Sports Video Annotation," Pattern Recognition, Vol. 41, No. 3, 2008, pp. 1124-1137. (SCI)

M.-C. Roh and S.-W. Lee, "Performance Analysis of Face Recognition Algorithms on Korean Face Database," International Journal of Pattern Recognition and Artificial Intelligence, Vol. 21, No. 6, 2007, pp. 1017-1033.  (SCIE)

M.-C. Roh and S.-W. Lee, "Modeling Human Gestures Using Hidden Bayesian Network," Proc. 7th International Workshop on Gesture in Human-Computer Interaction and Simulation, May 2007, pp. 16-17. (Oral)

M.-C. Roh , T.-Y. Kim, J. Park and S.-W. Lee, "Accurate Object Contour Tracking Based on Boundary Edge Selection," Pattern Recognition, Vol. 40, No. 3, 2007, pp. 931-943.  (SCI)

노명철 , 장혜민, 강승연, 이성환, " 휴먼-로봇 상호작용을 위한 비전 기반 3차원 손 제스처 인식," 제 33회 한국정보과학회 추계 학술발표회 발표 논문집, 서울, 2006년 10월, pp. 895-897.(Oral)

M.-C. Roh , H.-D. Yang, and S.-W. Lee, "비전 기반 휴먼 제스처 자동 분석 기술," Korea Multimedia Society, Vol. 10, No. 3, 2006, pp. 53-63. (In Korean)

M.-C. Roh and S.-W. Lee, "Robust Gesture Spotting in Low-Quality Video," In Proc. 18th IAPR/IEEE International Conference on Pattern Recognition , Hong Kong, China, Vol. 4, August 2006, pp. 791-794.

M.-C. Roh , H.-K. Shin, S.-W. Lee and S.-W. Lee, "Volume Motion Template for View-invariant Gesture Recognition," Proc. 18th IAPR/IEEE International Conference on Pattern Recognition, Hong Kong, China, Vol. 2, August 2006, pp. 1229-1232 (Oral).

M.-C. Roh , W. Christmas, J. Kittler and S.-W. Lee, "Robust Player Gesture Spotting and Recognition in Low-Resolution Sports Video,” In Proc. 9th European Conference on Computer Vision , Lecture Notes in Computer Science , Vol. 3954, 2006, pp.347-358 (Oral).

M.-C. Roh , B. Christmas, J. Kittler and S.-W. Lee, "Gesture Spotting in Low-Quality Video with Feature Based on Curvature Scale Space," Proc. 7th IEEE International Conference on Automatic Face and Gesture Recognition , Southampton, United Kingdom, April 2006, pp. 375-380.

노명철, 이성환, "방송용 테니스 경기 비디오에서 서브 제스처의 자동 추출," 제 32회 한국정보과학회 추계학술발표회 발표 논문집, 서울, 2005년 11월, pp. 841-843(Oral).

노명철, 황본우, 김성민, 신호근, 박아연, 이성환, "휴먼 행동 분석을 위한 3차원 제스처 데이터베이스의 설계 및 구축," 제 32회 한국정보과학회 추계학술발표회 발표 논문집, 서울, 2005년 11월, pp. 895-897.

최영우, 김길천, 송영자, 배경숙, 조연희, 노명철, 이성환, 변혜란, “계층적 특징 결합 및 검증을 이용한 자연이미지에서의 장면 텍스트 추출,” 한국정보과학회 논문지:소프트웨어 및 응용, 제31권, 제4호, 2004년 4월, pp.420-438(In Korean).

B.-W. Hwang, M.-C. Roh and S.-W.Lee, "Performance Evaluation of Face Recognition Algorithms on Asian Face Recongnition," In Proc. the 6th IEEE International Conference on Automatic Face and Gesture Recognition, Seoul, Korea, May 2004, pp. 278-283.

B.-W. Hwang, H. Byun, M.-C. Roh and S.-W. Lee, "Performance Evaluation of Face Recognition Algorithms on the Asian Face Database, KFDB," Audio- and Video-based Biometric Person Authentication, Lecture Notes in Computer Science, Vol. 2688, 2003, pp. 557-565.

H.-R. Byun, M.-C. Roh , K.-C. Kim, Y.-W. Choi and S.-W. Lee, "Scene text extraction in complex images," Document Analysis Systems, Lecture Notes in Computer Science , Vol. 2423, 2002, pp. 329-340(Oral).

황본우, 박정선, 이정훈, 노명철 , 문종섭, 이성환, "연구용 한국인 얼굴 데이터베이스의 설계 및 구축," 한국정보과학회 컴퓨터비젼 및 패턴인식연구회 추계 워크샵 발표 논문집, 2002년 11월, pp. 161-163.

노명철 , 최영우, 이성환, "색상 및 명도 정보를 이용한 장면 텍스트 추출," 제 14회 영상처리 및 이해에 관한 워크샵 발표 논문집, 2002년 1월, pp. 515-520.

노명철, 최영우, 이성환, "자연 영상에 대한 비디오 프레임에서의 장면 텍스트 추출," 한국정보과학회 컴퓨터비젼 및 패턴인식연구회 추계 워크샵 발표 논문집, 2001년 11월, pp. 161-162.