학위

• 박사, 서울시립대학교 전자공학과 (세부전공 : 신호처리), 199502
• 석사, 서울시립대학교 전자공학과 (세부전공 : 신호처리), 199102
• 학사, 서울시립대학교 전자공학과 (세부전공 : 전자공학), 198902

경력

• 교수, 상명대학교 전자공학과, (2017.03~ )
• 부교수, 상명대학교 콘텐츠저작권학과, (2009.03~2017.02)
• 전임연구교수, 상명대학교 디지털저작권보호연구센터, (2006.04~2009.02)
• 초빙교수, 상명대학교, (2004.03~2005.02)
• 연구소장, (주)마크애니, (2000.09~2004.02)
• 조교수, 주성대학교, (1996.03~2000.08)
• 선임연구원, KISTI(한국과학기술정보연구원), (1995.03~1996.02)

논문

• PSI Analysis of Adversarial-Attacked DCNN Models, APPLIED SCIENCES-BASEL, 202309
• 인공지능과 인간의 미술작품 이해에 대한 사전연구, 아시아태평양융합연구교류논문지, 202309
• Robustness of Deep Learning Models for Vision Tasks, APPLIED SCIENCES-BASEL, 202304
• 하이퍼레저 패브릭을 이용한 화물차 디지털 운행기록 단말기의 안전운행 보상시스템 구현, 인터넷정보학회논문지, 202206
• Coordinate quantization transformation CityGML watermarking, MULTIMEDIA TOOLS AND APPLICATIONS, 202202
• 영상 인식을 위한 딥러닝 모델의 적대적 공격에 대한 백색 잡음 효과에 관한 연구, 한국정보전자통신기술학회 논문지, 202202
• Image Retrieval Method Based on Image Feature Fusion and Discrete Cosine Transform, APPLIED SCIENCES-BASEL, 202106
• A Tamper-Resistant Algorithm Using Blockchain for the Digital Tachograph, ELECTRONICS, 202103
• Artwork painting identification method for panorama based on adaptive rectilinear projection and optimized ASIFT, MULTIMEDIA TOOLS AND APPLICATIONS, 201911
• Autocorrelation Modulation-Based Audio Blind Watermarking Robust Against High Efficiency Advanced Audio Coding, APPLIED SCIENCES-BASEL, 201907
• 3D Mesh Model Exterior Salient Part Segmentation Using Prominent Feature Points and Marching Plane, KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 201903
• Zero watermarking scheme for citygml, Journal of Theoretical and Applied Information Technology, 201811
• Video Searching and Fingerprint Detection by Using the Image Query and PlaceNet-Based Shot Boundary Detection Method, APPLIED SCIENCES-BASEL, 201810
• Art painting detection and identification based on deep learning and image local features, Multimedia Tools and Applications, 201807
• Robust Digital Watermarking for High-definition Video using Steerable Pyramid Transform, Two Dimensional Fast Fourier Transform and Ensemble Position-based Error Correcting, KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 201807
• Artwork recognition for panorama images based on optimized ASIFT and cubic projection, International Journal of Machine Learning and Computing, 201802
• Texture image retrieval using DTCWT-SVD and local binary pattern features, Journal of Information Processing Systems, 201712
• Video identification based on common features in a scene segmented by CNN, 한국과학예술포럼, 201712
• Digital Watermarking Model for CityGML, The Journal of MacroTrends in Technology and Innovation, 201712
• A 2D-View Depth Image- and CNN-Based 3D Model Identification Method, APPLIED SCIENCES-BASEL, 201710
• 3D Model Identification Using Weighted Implicit Shape Representation and Panoramic View, APPLIED SCIENCES-BASEL, 201708
• Retrieval of Non-rigid 3D Models Based on Approximated Topological Structure and Local Volume, KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 201708
• Artwork Identification for 360-Degree Panoramic Images Using Polyhedron-Based Rectilinear Projection and Keypoint Shapes, APPLIED SCIENCES-BASEL, 201705
• Art painting identification using convolutional neural network, International Journal of Applied Engineering Research, 201704
• A 3D skeletonization algorithm for 3D mesh models using a partial parallel 3D thinning algorithm and 3D skeleton correcting algorithm, Applied Sciences (Switzerland), 2017
• Collusion attack-resistant watermarking scheme using correlation peak position modulation, Multimedia Tools and Applications, 201611
• 3D Model Identification Using the Dice-Shape Flat Pattern, International Journal of Knowledge Engineering, 201603
• Application of audio watermarking procedures for mix music, International Journal of Security and its Applications, 201602
• A robust watermarking scheme for city image, International Journal of Security and its Applications, 201601
• Copyright management for mix music, International Journal of Security and its Applications, 201601
• Video fragment format classification using optimized discriminative subspace clustering, SIGNAL PROCESSING-IMAGE COMMUNICATION, 201601
• A video zero-watermarking algorithm based on LPM, Multimedia Tools and Applications, 201506
• A Practical Video Fragment Identification System, International Journal of Multimedia and Ubiquitous Engineering, 201506
• Tracking feature extraction techniques with improved SIFT for video identification, Multimedia Tools and Applications, 201505
• A spread spectrum zero video watermarking scheme based on dual transform domains and log-polar transformation, International Journal of Multimedia and Ubiquitous Engineering, 201504
• File feature analysis for file identification based on histogram, Information (Japan), 201503
• Adaptive robust video watermarking scheme based on dual transform domains and holography, International Journal of Security and its Applications, 201503
• Optimized Identification Method for Digital Music Pieces in BitTorrent, International Journal of Multimedia and Ubiquitous Engineering, 201501
• Audio Fragment Identification System, International Journal of Multimedia and Ubiquitous Engineering, 201412
• A Zero-watermarking Scheme based on LPM and Holographic, International Journal of Security and its Applications, 201411
• The Contourlet Domain Comic Zero Watermarking Algorithm based on Discrete Cosine Transform and Singular Value Decomposition, International Journal of Multimedia and Ubiquitous Engineering, 201410
• MP3 File Identification Based on Concurrence Order of Metadata, International Journal of Multimedia and Ubiquitous Engineering, 201409
• Raw Data Recovery from Pulse Code Modulation Pieces in the BitTorrent Environment, International Journal of Multimedia and Ubiquitous Engineering, 201405
• Secure audio forensic marking algorithm using 2d barcode in DWT-DFRNT domain, International Journal of Distributed Sensor Networks, 201401
• 신분증 위변조 방지를 위한 이미지 워터마킹, 한국콘텐츠학회 논문지, 201112
• Watermarking two dimensional data object identifier for authenticated distribution of digital multimedia contents, SIGNAL PROCESSING-IMAGE COMMUNICATION, 201009
• Securing e-government services, COMPUTER, 200611
• A reversible watermarking based on histogram shifting, Lecture Notes in Computer Science, 2006

저역서

• 지능정보사회와 AI 윤리, 도서출판 배움터, 20210226

지식재산

• 동형문자를 이용한 ＣｉｔｙＧＭＬ 파일 워터마킹 방법, 워터마크 추출 방법 및 워터마킹 시스템(CityGML file watermarking method, watermark extraction method and watermarking system using isomorphic characters), 상명대학교산학협력단, 20191024
• 히스토그램을 이용한 ＣｉｔｙＧＭＬ 파일 워터마킹 방법, 워터마크 추출 방법 및 워터마킹 시스템(CityGML file watermarking method, watermark extraction method and watermarking system using histogram), 상명대학교산학협력단, 20191024
• 딥러닝기술과 지역적 불변 이미지 특징기술을 결합한 영상속의 미술저작물 인식 방법 및 시스템, 상명대학교 산학협력단, 20180125
• 딥러닝 기술과 이미지 특징 추출 기술을 결합한 영상물 내 미술품 인식 방법(Method for recognizing art objects in video combining deep learning technology and image feature extraction technology), 상명대학교산학협력단, 20180125
• 인공지능 심층학습 기반의 영상물 인식 시스템 및 방법(Artificial intelligence deep-learning based video object recognition system and method), 상명대학교산학협력단, 20180112
• 3D모델 깊이 이미지를 이용한 딥러닝 기반의 3D모델 저작권 침해 판단 방법, 상명대학교 산학협력단, 20170926
• 3D 모델 깊이 이미지를 이용한 딥러닝 기반의 3D 모델 유사성 판단 방법(Deep learning based 3D model Similarity evaluation method using depth image), 상명대학교산학협력단, 20170926
• 3D 모델 골격 추출 방법 및 장치(The method for extracting 3D model skeletons), 상명대학교산학협력단, 20170208
• 3D 메쉬 모델의 기술자 생성 방법 및 포즈 변형된 3D 메쉬 모델 인식 방법(A Method For Generating A Discriptor Of 3D Mesh Model And A Method For identifying a Pose-Transformed 3D Mesh Model), 상명대학교산학협력단, 20160801
• 회전각도를 모르는 이미지 파일의 워터마크 검출 방법(Digital Watermark Detecting Method for Image file With Unknown Rotation Angle), 상명대학교산학협력단, 20160229
• 특징점과 워터마크를 이용한 혼합 음원의 자동 색인과 저작권 관리 방법 및 장치, 상명대학교 산학협력단, 20160201
• 특징점과 워터마크를 이용한 혼합음원의 자동 색인과 저작권 관리 시스템 및 방법(System and method for auto indexing and copyright management of mix music using feature point and watermark), 상명대학교산학협력단, 20160201

학술발표

• Digital Watermarking Using Group Quantization for CityGML Objects, The Korean Institute of Communications and Information Sciences, 20190705
• A Blind Watermarking Method for CityGML, IADIS, 20180724
• A Scene Change Detection Framework Based on Deep Learning and Image Matching, 한국정보처리학회, 20180423
• Shape Matching Between Printed 3D Model and Digital 3D Model based on 2D views and Zernike Moments, ICIT, 20171229
• Artwork Identification method and database construction, ICIT, 20171229
• Sculpture Detection Method using the Convolution Neural Network, ICIT, 20171229
• Video Scene Change Detection Using Convolution Neural Network, ICIT, 20171229
• Artwork Recognition for Panorama Images based on Optimized ASIFT and Cubic Projection, ICIT, 20171227
• A Zero-Watermarking Scheme for CityGML, IWCIT, 20171222
• SHREC’17: Deformable Shape Retrieval with Missing Parts, Eurographics, 20170423
• Video Fingerprinting by Common Features in a Scene, IARIA, 20170224
• 3D Model Retrieval Using Light Source Difference Image, WITC, 20170214
• Art Painting Detection and Tracking in TV media, WITC, 20170214
• Art Painting Identification Using Selective Search and GoogLeNet, WITC, 20170214
• Combined SVD based Wavelet Transform and Local Binary Pattern Features for Image Retrieval, WITC, 20170214
• Improvement of SURF against Geometrical Distortions, IACSIT, 20161207
• Audio Blind Watermarking Robust Against HE-AAC, ICSPS, 20161121
• A 3D Model Skeleton Correcting Algorithm using Templates of Inspecting Voxel Disconnection, ADVCOMP, 20161009
• Non-Rigid 3D Model Retrieval Based on Topological Structure and Shape Diameter Function, ADVCOMP 2016, 20161009
• Robust Digital Image Watermarking Algorithm against RST Attacks using Self-patch Correlation, ADVCOMP, 20161009
• 3D Model Identification using Histogram Normalization with Conformal factor, IEEE, 20160821
• A Method for 3D Model Identification Using Histogram Normalization Based on Conformal Factor, ICEICT, 20160820
• ArtWork Recognition in 360-degree Image using 32-hedron based Rectilinear Projection and Scale Invariant Feature Transform, ICEICT, 20160820
• VIDEO WATERMARKING ALGORITHM BASED ON COMBINED TRANSFORMATION AND DIGITAL HOLOGRAPHY, Inst. Sist. Tec. Inf. Cont. e Com., 20160229
• Two kinds of Audio Feature selection algorithms based on wavelet domain, IARIA, 20160224
• Improvement of Spectral Fingerprint for Audio Content Recognition, SERSC, 20160212
• Improvement of a Music Identification Algorithm for Time Indexing, SERSC, 20151218
• 3D Mesh Model Segmentation Using Marching Plane, SERSC, 20151218
• Robust Digital Watermarking for High-Definition Video using Steerable Pyramid Transform and Fast Fourier transformation, SERSC, 20151218
• Rotation-Invariant Image Watermarking Scheme Based on Radon Transform, SERSC, 20151218
• A Zero-Watermark Scheme based on Spread Spectrum and Holography, KIPS, 20151217
• Deformed 3D Model Identification using Combined Depth Image, KIEE, 20151028
• Copyright requirements in the 3D printing industry, OMICS, 20150810
• Shape Normalization of 3D Models using Weighted Implicit Shape Representation, IEEE, 20150727
• Warping Correction using Efficient Homography Estimation for 3D Model Identification, IEEE, 20150727

수상

• 세계지적재산권기구 상, 세계지적재산권기구, 20191106
• 미래창조과학부장관상, 미래창조과학부, 201611
• 국제저작권기술인상 문화체육관광부장관상, 문화체육관광부, 201511
• 중국 길림성 자연과학 학술성과상, 중국길림성 자연과학 학술성과상 평가위원회, 201309
• 저작권기술어워드 한국저작권단체연합회장상, ICOTEC2012, 201209

기술이전

• 딥러닝 기술과 이미지 특징 추출 기술을 결합한 영상물 내 미술품 인식시스템 및 그 방법, 슈가앤비, 202309
• 히스테리시스기법 및 최소반전양자화 기법을 이용한 인쇄문서의 워터마크삽입방법 및 워터마크검출방법, 제이에스컨설팅, 20210906
• 멀티미디어 조각파일의 복구방법, 주식회사 시큐독, 20210524
• 인공지능 심층학습 기반의 영상물 인식 시스템 및 방법, 애이앤오코리아, 20210416
• 딥러닝 기반의 이미지 지문인식 및 계량기 지침인식 기술 및 Know-How, 코드원시스템, 201807
• 바이너리 문서 영상의 블라인드 워터마킹 기술, (주)엠더블유스토리, 201505
• 입자군집 최적화를 이용한 비디오 워터마킹 기술, 나고소프트, 201312

프로젝트

• 한국연구재단, 대립적 위협 모델에 대응하는 심층신경망의 방어기법에 관한 연구, (2021.09~2023.02)
• 한국저작권위원회, UCI 표준개정 및 UCI 활용 개선방안 연구, (2020.06~2020.11)
• 사단법인 저작권해외진흥협회, 2019년 해외 ISD 현황 파악 및 대응방안 수립, (2019.07~2019.12)
• 주식회사 퀀텀게이트(국토교통부), 화물차 운전자(차량)의 안전운행 행위에 대한 보상을 위한, 블록체인 기반 디지털운행기록 단말장치와 안전운행 보상 시스템 개발, (2019.04~2021.12)
• 공간 데이터기반 문화콘텐츠 창·제작 인프라 생성 기술 개발, 문화체육관광부, (2017.06~2019.12)
• 초고화질 및 화질열화 동영상 콘텐츠에 대한 CFC기반 실시간 보호-필터링 및 검색 SW 플랫폼 기술 개발, 중소기업청, (2016.06~2018.05)
• 저작권을 기반으로 한 믹스뮤직 서비스 기술 개발, 문화체육관광부, (2015.08~2016.02)
• Location Mapping 기반 스마트 영상 콘텐츠 생성 및 서비스 개발, 문화체육관광부, (2015.04~2018.03)
• 3D 프린팅 디지털 저작물 보호 및 관리 기술 개발, 미래창조과학부, (2015.03~2018.02)
• 비트토렌트 불완전체로부터의 저작물 식별기술 개발, 문화체육관광부, (2013.05~2015.02)