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POSTECH

김광인 부교수

학력

  • 1998.03 ~ 2000.08 경북대학교 (박사-컴퓨터공학)
  • 1996.03 ~ 1998.02 경북대학교 (석사-컴퓨터공학)
  • 1994.03 ~ 1996.02 동서대학교 (학사-컴퓨터공학)

주요경력

  • 2019.02 ~ 2023.03 울산과학기술원 전기전자공학과/컴퓨터공학과

전문분야

  • 인공지능
  • 머신러닝 (기계학습)
  • 컴퓨터비전

학술지

국제전문학술지
  • Outdoor Human Motion Capture by Simultaneous Optimization of Pose and Camera Parameters, COMPUTER GRAPHICS FORUM, , 34, 86-98 (2015 )
  • Efficient Learning of Image SuperResolution and Compression Artifact Removal with SemiLocal Gaussian Processes, IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, , 37, 1792-1805 (2015 )
  • Interactive motion mapping for realtime character control, COMPUTER GRAPHICS FORUM, , 33, 273-282 (2014 )
  • Automatic Noise Modeling for Ghostfree HDR Reconstruction, ACM TRANSACTIONS ON GRAPHICS, , 32, - (2013 )
  • Preference and Artifact Analysis for Video Transitions of Places, ACM TRANSACTIONS ON APPLIED PERCEPTION, , 10, - (2013 )
  • How Not to Be Seen Object Removal from Videos of Crowded Scenes, COMPUTER GRAPHICS FORUM, , 31, 219-228 (2012 )
  • NoRM NoReference Image Quality Metric for Realistic Image Synthesis, COMPUTER GRAPHICS FORUM, , 31, 545-554 (2012 )
  • Videoscapes Exploring Sparse Unstructured Video Collections, ACM TRANSACTIONS ON GRAPHICS, , 31, - (2012 )
  • SingleImage SuperResolution Using Sparse Regression and Natural Image Prior, IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, , 32, 1127-1133 (2010 )
  • Iterative Kernel Principal Component Analysis for image modeling, IEEE Transactions on Pattern Analysis and Machine Intelligence, , 27, 1351-1366 (2005 )
  • Text information extraction in images and video a survey, PATTERN RECOGNITION, , 37, 977-997 (2004 )
  • TextureBased Approach for Text Detection in Images Using Support Vector Machines and Continuously Adaptive Mean Shift Algorithm, IEEE Transactions on Pattern Analysis and Machine Intelligence, , 25, 1631-1639 (2003 )
  • Face recognition using kernel principal component analysis, IEEE Signal Processing Letters, , 9, 40-42 (2002 )
  • Face recognition using support vector machines with local correlation kernels, INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, , 16, 97-111 (2002 )
  • Support vector machines for texture classification, IEEE Transactions on Pattern Analysis and Machine Intelligence, , 24, 1542-1550 (2002 )
  • Locating car license plates using neural networks, ELECTRONICS LETTERS, , 35, 1475-1477 (1999 )
  • Decomposition of Chinese character into strokes using mathematical morphology, Pattern Recognition Letters, , 20, 285-292 (1999 )

학술회의 논문

  • Distributed active client selection with noisy clients using model association scores, Lecture Notes in Computer Science including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 0, 0, 75-92 (2024)
  • In Search of a Data Transformation that Accelerates Neural Field Training, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 0, 0, 4830-4839 (2024)
  • Active learning guided by efficient surrogate learners, Proceedings of the Annual AAAI Conference on Artificial Intelligence, 0, 0, 10874-10881 (2024)
  • Robust distributed gradient aggregation using projections onto gradient manifolds, Proceedings of the AAAI Conference on Artificial Intelligence, 0, 0, 13151-13159 (2024)
  • RGBTdog a parametric model and pose prior for canine body analysis data creation, Proceedings of the IEEECVF Winter Conference on Applications of Computer Vision WACV, 0, 0, - (2024)
  • BoIR boxsupervised instance representation for multiperson pose estimation, Proceedings of the British Machine Vision Conference, 0, 0, - (2023)
  • Active label correction using robust parameter update and entropy propagation, Proceedings of the European Conference on Computer Vision, 0, 0, - (2022)
  • S2Contact Graphbased network for 3D handobject contact estimation with semisupervised learning, Proceedings of the European Conference on Computer Vision, 0, 0, - (2022)
  • Robust combination of distributed gradients under adversarial perturbations, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2022)
  • Collaborative learning for hand and object reconstruction with attentionguided graph convolution, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2022)
  • GaussiGAN Controllable image synthesis with 3D Gaussians from unposed silhouettes, Proceedings of the British Machine Vision Conference, 0, 0, - (2021)
  • Testing using privileged information by adapting features with statistical dependence, Proceedings of the International Conference on Computer Vision, 0, 0, - (2021)
  • Endtoend detection and pose estimation of two interacting hands, Proceedings of the International Conference on Computer Vision, 0, 0, - (2021)
  • Improving predictors via combination across diverse task categories, Proceedings of the International Conference on Machine Learning, 0, 0, - (2021)
  • Taskaware variational adversarial active learning, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2021)
  • Combining task predictors via enhancing joint predictability, Proceedings of the European Conference on Computer Vision, 0, 0, - (2020)
  • Look here A parametric learning based approach to redirect visual attention, Proceedings of the European Conference on Computer Vision, 0, 0, - (2020)
  • Weaklysupervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2020)
  • Joint manifold diffusion for combining predictions on decoupled observations, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2020)
  • RGBDDog Predicting Canine Pose from RGBD Sensors, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2020)
  • Pushing the envelope for RGBbased dense 3D hand pose estimation via neural rendering, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2019)
  • On implicit filter level sparsity in convolutional neural networks, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2019)
  • Unsupervised attentionguided image to image translation, Neural Information Processing Systems, 0, 0, - (2018)
  • Improving shape deformation in unsupervised imagetoimage translation, Proceedings of the European Conference on Computer Vision, 0, 0, - (2018)
  • Ranking CGANs Subjective control over semantic image attributes, Proceedings of the British Machine Vision Conference, 0, 0, - (2018)
  • Multitask deep networks for depthbased 6D object pose and joint registration in crowd scenarios, Proceedings of the British Machine Vision Conference, 0, 0, - (2018)
  • Multitask learning by maximizing statistical dependence, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2018)
  • Augmented skeleton space transfer for depthbased hand pose estimation, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2018)
  • Highorder tensor regularization with application to attribute ranking, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2018)
  • Predictor Combination at Test Time, Proceedings of the International Conference on Computer Vision, 0, 0, - (2017)
  • Criteria sliders learning continuous database criteria via interactive ranking, Proceedings of the British Machine Vision Conference, 0, 0, - (2017)
  • RealTime online action detection forests using spatioTemporal contexts, Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 0, 0, - (2017)
  • Cracking Android pattern lock in five attempts, Proceedings of the Network and Distributed System Security Symposium, 0, 0, - (2017)
  • Semisupervised learning based on joint diffusion of graph functions and Laplacians, Proceedings of the European Conference on Computer Vision, 0, 0, - (2016)
  • Monitoring dementia with automatic eye movements analysis, Proceedings of the 8th KES International Conference on Intelligent Decision Technologies KESIDT 2016, 0, 0, - (2016)
  • Improving style similarity metrics of 3D shapes, Proceedings of the 42nd Graphics Interface, 0, 0, - (2016)
  • Contextguided diffusion for label propagation on graphs, Proceedings of the International Conference on Computer Vision, 0, 0, - (2015)
  • Semisupervised learning with explicit relationship regularization, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2015)
  • Local highorder regularization on data manifolds, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2015)
  • Curvatureaware regularization on riemannian submanifolds, Proceedings of the International Conference on Computer Vision, 0, 0, - (2013)
  • Background inpainting for videos with dynamic objects and a freemoving camera , Proceedings of the European Conference on Computer Vision, 0, 0, - (2012)
  • Match graph construction for large image databases , Proceedings of the European Conference on Computer Vision, 0, 0, - (2012)
  • Efficient learningbased image enhancement Application to superresolution and compression artifact removal , Proceedings of the British Machine Vision Conference, 0, 0, - (2012)
  • Featurebased multivideo synchronization with subframe accuracy , Proceedings of the Joint 34th Symposium of the German Association for Pattern Recognition DAGM 2012, 0, 0, - (2012)
  • Spatiotemporal motion tracking with unsynchronized cameras , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 0, 0, - (2012)
  • Semisupervised regression using Hessian energy with an application to semisupervised dimensionality reduction , Neural Information Processing Systems, 0, 0, - (2009)
  • Automatic 3D face reconstruction from single images or video , Proceedings of the 8th IEEE International Conference on Automatic Face and Gesture Recognition FG 2008, 0, 0, - (2008)
  • Sparse multiscale Gaussian process regression , Proceedings of the International Conference on Machine Learning, 0, 0, - (2008)
  • ExampleBased Learning for SingleImage SuperResolution , Proceedings of the 30th DAGM Symposium on Pattern Recognition, 0, 0, - (2008)
  • Learning to remove JPEG artifacts , 한국정보과학회 2005 한국컴퓨터공합학술대회 논문집, 0, 0, - (2005)
  • Text Scanner with text detection technology on image sequences , Proceedings of the IEEE International Conference on Pattern Recognition, 0, 0, - (2002)
  • Recognition of facial images using support vector machines , Proceedings of the IEEE Workshop on Statitical Signal Processing, 0, 0, - (2001)
  • SVM 기반 실시간 얼굴 포즈 인식 시스템 , 한국정보과학회 인간과 컴퓨터 상호 작용 연구회 학술대회 HCI 2001 발표논문집, 0, 0, - (2001)
  • Learningbased approach for license plate recognition , Proceedings of the 10th IEEE Workshop on Neural Network for Signal Processing NNSP2000, 0, 0, - (2000)
  • A video indexing system using character recognition , Proceedings of the 19th International Conference on Consumer Electronics, 0, 0, - (2000)

IP

  • 김광인, 분산 학습 환경에서 인공 신경망의 학습을 수행하는 방법 및 장치, 한국, 10-2024-0120842 (P202)
  • 김광인,홍연주,이성재, 지식 증류를 통한 로봇 조작 인공지능 모델의 성능 향상 방법, 한국, 10-2024-0162371 (IP24)
  • 김광인,이성재,홍연주, 로봇 조작 행동 정책 학습에서 파지 정확도를 향상시키는 이미지 편집 방법, 한국, 10-2024-0162347 (IP24)
  • 김광인, 데이터 레이블 오류가 있는 연합 학습 환경에서 통신 효율을 향상시키는 능동 클라이언트 선택 기법, 한국, 10-2024-0130284 (IP24)
  • 김광인, 분산 신경망 학습 환경에서 다양체 투영을 통해 데이터 잡영에 강건하게 그래디언트를 병합하는 학습방법, 한국, 10-2023-0191792 (IP23)

연구실적

  • 김광인 신규부임교수 초기정착비(1차/학과), 포항공과대학교 (2023-2024)
  • 김광인 신규부임교수 초기정착비(1차/대학), 포항공과대학교 (2023-2024)
  • [22년 잔액 이관]멀티 도메인 자세 추정 시스템 학습을 위한 데이터 효율적인 기계학습 기법, 재단법인한국연구재단 (2023-2024)
  • 멀티 도메인 자세 추정 시스템 학습을 위한 데이터 효율적인 기계학습 기법 연구, 재단법인한국연구재단 (2023-2024)
  • 이상징후 판단기술 개발 지원, (주)쎄트렉아이 (2023-2025)
  • 환경분할 기법을 활용한 이상징후 판단 딥러닝 네트워크 기술 개발, 주식회사 에스아이에이 (2023-2025)
  • 김광인 신규부임교수 초기정착비(2차)/학과, 포항공과대학교 (2024-2025)
  • 김광인 신규부임교수 초기정착비(2차)/대학, 포항공과대학교 (2024-2025)
  • 멀티모달 언어모델 적응을 위한 강건하고 데이터 및 통신 효율적인 분산 협력 학습 기법 연구, 재단법인한국연구재단 (2024-2025)
  • 2.5D 비디오용 소형 생성 모델, 한국마이크로소프트(유) (2024-2025)
  • [SR전략] 갤러리의 CROPPED IMAGE-TO-IMAGE 검색을 위한 효율적 영상 특징화 기법 연구, 삼성전자(주) (2024-2025)
  • 청년SW아카데미 AI 교육고도화 개발 산업 자문, (주)멀티캠퍼스 (2024-2025)
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