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
(2024)
Detection of infill development and contributing factors using deep learning and multilevel modeling.
CITIES.
150,
(2024)
The detection of residential developments in urban areas: Exploring the potentials of deep-learning algorithms.
Computers, Environment and Urban Systems.
107,
(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
(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
(2024)
Diversity-aware Channel Pruning for StyleGAN Compression.
Conference on Computer Vision and Pattern Recognition.
미국
(2024)
Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer.
Conference on Computer Vision and Pattern Recognition.
미국
(2024)
Noise-Free Optimization in Early Training Steps for Image Super-resolution.
AAAI Conference on Artificial Intelligence.
캐나다
(2024)
Towards Squeezing-Averse Virtual Try-On via Sequential Deformation.
AAAI Conference on Artificial Intelligence.
캐나다
(2024)
Task-Disruptive Background Suppression for Few-Shot Segmentation.
AAAI Conference on Artificial Intelligence.
캐나다
(2024)
VLCounter: Text-Aware Visual Representation for Zero-Shot Object Counting.
AAAI Conference on Artificial Intelligence.
캐나다
(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)
ROI pooling을 통한 One-stage object detection의 수용장 크기 개선.
2020년 한국소프트웨어종합학술대회.
대한민국
발전기금
