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Nearest Neighbor Search
Our lab is working on various types of nearest neighbor search. Some of them include:
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Distance Encoded Product Quantization for Approximate K-Nearest Neighbor Search in High-Dimensional Space
Jae-Pil Heo, Zhe Lin, and Sung-Eui Yoon
IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI), 2018
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Memory-Efficient NBNN Image Classification
YoonSeok Lee and Sung-eui Yoon
JCSE 2017
Source code: ZIP file, Github page
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Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search
Jae-Pil Heo, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Sung-Eui Yoon
Accepted to CVPR2016
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Relation based Bayesian Network for NBNN
Mingyang Sun, YoonSeok Lee, Sung-Eui Yoon
(Accepted at) Journal of Computing Science and Engineering, 2015
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Spherical Hashing: Binary Code Embedding with Hyperspheres
Jae-Pil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, and Sung-eui Yoon
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2015 (accepted)
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Out-of-Core Proximity Computation for Particle-based Fluid Simulations
Duksu Kim, Myung-Bae Son, Young J. Kim, Jeong-Mo Hong ,and Sung-Eui Yoon
High Performance Graphics 2014
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Quadra-Embedding: Binary Code Embedding with Low Quantization Error
Youngwoon Lee, Jae-Pil Heo, and Sung-eui Yoon
Asian Conference on Computer Vision (ACCV), 2012 (oral paper)
Its extended version is accepted at Computer Vision and Image
Understanding (CVIU), 2014
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Distance Encoded Product Quantization
Jae-Pil Heo, Zhe Lin, and Sung-Eui Yoon
(To appear) IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014
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VLSH: Voronoi-based Locality Sensitive Hashing
Tieu Lin Loi, Jae-Pil Heo, Junghwan Lee and Sung-Eui Yoon
IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), 2013
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Scheduling in Heterogeneous Computing Environments for Proximity Queries
Duksu Kim, Jinkyu Lee, Junghwan Lee, InSik Shin, John Kim, Sung-eui Yoon
IEEE Transactions on Visualization and Computer Graphics(TVCG), 2013
(the Spotlight Paper for the September issue)
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Probabilistic Cost Model for Nearest Neighbor Search in Image Retrieval
KunHo Kim, M. Hasan, Jae-Pil Heo, Yu-wing Tai, and Sung-eui Yoon
Computer Vision and Image Understanding 116 (2012) pp. 991-998
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Spherical Hashing
Jae-Pil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, and Sung-eui Yoon
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012
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