스포츠과학대학 - 스포츠인터랙션사이언스학과

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관심분야

Large-Scale Image Search 
Similarity Search for High-Dimensional Data 
Object Detection and Recognition 
Automatic Image Tagging 
Collision Detection

학력

  • (Ph.D.) 2015. 02. KAIST 전산학과
  • (M.S.) 2010. 08. KAIST 전산학과
  • (B.S.) 2008. 02. KAIST 전산학과

약력/경력

  • 2017. 03. - 현재 성균관대학교 소프트웨어학과 조교수, 수원, 대한민국
  • 2015. 12. - 2017. 02. 연구원, ETRI (한국전자통신연구원), 대전, 대한민국
  • 2015. 02. - 2015. 11. Postdoctoral Researcher, KAIST, 대전, 대한민국
  • 2014. 07. - 2014. 10. Research Intern, Adobe, San Jose, CA, US
  • 2013. 12. - 2014. 03. Research Intern, Adobe, San Jose, CA, US

학술지 논문

  • (2023)  TCX: Texture and channel swappings for domain generalization.  PATTERN RECOGNITION LETTERS.  175, 
  • (2023)  Cross-Loss Pseudo Labeling for Semi-Supervised Segmentation.  IEEE ACCESS.  11, 
  • (2023)  Axial Constraints for Global Matching-based Optical Flow Estimation.  IEEE ACCESS.  11, 
  • (2023)  Frequency-based Motion Representation for Video Generative Adversarial Networks.  IEEE TRANSACTIONS ON IMAGE PROCESSING.  32, 
  • (2021)  Pixel-level kernel estimation for blind super-resolution.  IEEE ACCESS.  9, 
  • (2020)  Pseudo Conditional Regularization for Inverse Mapping of GANs.  IEEE ACCESS.  8,  1
  • (2020)  Mutually Orthogonal Softmax Axes for Cross-Domain Retrieval.  IEEE ACCESS.  8,  1
  • (2019)  Learning Coarse and Fine Features for Precise Temporal Action Localization.  IEEE ACCESS.  7,  1
  • (2019)  Distance Encoded Product Quantization for Approximate K-Nearest Neighbor Search in High-Dimensional Space.  IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE.  41,  9
  • (2019)  Content-Aware Focal Plane Selection and Proposals for Object Tracking on Plenoptic Image Sequences.  SENSORS.  19,  1
  • (2017)  Rank-based voting with inclusion relationship for accurate image search.  VISUAL COMPUTER.  33,  6-8
  • (2016)  Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.  1,  1
  • (2015)  Spherical Hashing: Binary Code Embedding with Hyperspheres.  IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE.  37,  11
  • (2014)  Distance Encoded Product Quantization.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.  1,  1
  • (2014)  Quadra-embedding: Binary code embedding with low quantization error.  COMPUTER VISION AND IMAGE UNDERSTANDING.  125,  1
  • (2012)  Spherical Hashing.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR),2012.  1,  1

학술회의논문

  • (2023)  Self-Feedback DETR for Temporal Action Detection.  International Conference on Computer Vision.  프랑스
  • (2023)  Minority-Oriented Vicinity Expansion with Attentive Aggregation for Video Long-Tailed Recognition.  AAAI Conference on Artificial Intelligence.  미국
  • (2023)  Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation.  AAAI Conference on Artificial Intelligence.  미국
  • (2023)  Disentangled Representation Learning for Unsupervised Neural Quantization.  Conference on Computer Vision and Pattern Recognition.  캐나다
  • (2023)  Leveraging Hidden Positives for Unsupervised Semantic Segmentation.  Conference on Computer Vision and Pattern Recognition.  캐나다
  • (2023)  Query-Dependent Video Representation for Moment Retrieval and Highlight Detection.  Conference on Computer Vision and Pattern Recognition.  캐나다
  • (2022)  Difficulty-Aware Simulator for Open Set Recognition.  European Conference on Computer Vision.  이스라엘
  • (2022)  Tailoring Self-Supervision for Supervised Learning.  European Conference on Computer Vision.  이스라엘
  • (2022)  Local Attention Pyramid for Scene Image Generation.  Conference on Computer Vision and Pattern Recognition.  미국
  • (2022)  Task Discrepancy Maximization for Fine-grained Few-Shot Classification.  Conference on Computer Vision and Pattern Recognition.  미국
  • (2021)  Collaborative Learning with Disentangled Features for Zero-shot Domain Adaptation.  International Conference on Computer Vision.  캐나다
  • (2021)  Product Quantizer Aware Inverted Index for Scalable Nearest Neighbor Search.  International Conference on Computer Vision.  캐나다
  • (2021)  Self-Supervised Video GANs: Learning for Appearance Consistency and Motion Coherency.  Conference on Computer Vision and Pattern Recognition.  미국
  • (2020)  MCM: 레이블 노이즈에 강건한 Mix Contrastive-Match.  2020년 한국소프트웨어종합학술대회.  대한민국
  • (2020)  ROI pooling을 통한 One-stage object detection의 수용장 크기 개선.  2020년 한국소프트웨어종합학술대회.  대한민국
  • (2020)  심층신경망의 불확실성 기반 열린 집합 도메인 적응.  2020년 한국소프트웨어종합학술대회.  대한민국
  • (2020)  저해상도 이미지 기반 손실 함수를 활용한 해상도 개선.  2020년 한국소프트웨어종합학술대회.  대한민국
  • (2020)  VarSR: Variational Super-Resolution Network for Very Low Resolution Images.  European Conference on Computer Vision.  영국
  • (2019)  Accurate and consistent depth estimation for light field camera arrays.  PROCEEDINGS OF SPIE.  미국
  • (2018)  Plenoptic Imaging Techniques for Improving Accuracy and Robustness of Object Tracking.  Proc. SPIE, Three-Dimensional Imaging, Visualization, and Display 2018.  미국