Hien Nguyen

Associate Professor at University of Houston

Biography

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Education

  • Ph.D., Electrical & Computer Engineering, University of Maryland, College Park, MD
  • B.S., Electrical & Computer Engineering, National University of Singapore, Singapore

Professional Experience

  • Senior Scientist, Uber Advanced Technologies Center, Pittsburgh, PA (2015-2016)
  • Research Scientist, Siemens Corporate Research, Princeton, NJ (2013-2015)
  • Research Intern, Mitsubishi Electric Research Laboratories (MERL), Cambridge, MA (2010-2011)
  • Research Intern, U.S Army Research Labs, Adelphi, MD (2011-2012)
  • Research Engineer, Infocom Laboratory, National University of Singapore, (2007-2008)

Research Interests

Artificial Intelligence, Machine Learning, Computer Vision, Medicine, Healthcare

Selected Publications

R. Vemulapalli, H. V. Nguyen, and S. K. Zhou. Unsupervised Cross-Modal Synthesis of Subject-Specific Scans. In Proceedings of the IEEE International Conference on Computer Vision (ICCV), December 2015

H. V. Nguyen, K. S. Zhou, and R. Vemulapalli. Cross-Domain Synthesis of Medical Images Using Efficient Location-Sensitive Deep Network. Medical Image Computing and Computer-Assisted Intervention (MICCAI), Springer International Publishing 2015

Y. Zheng, D. Liu, B. Georgescu, H. V. Nguyen, and D. Comaniciu. 3D Deep Learning for Efficient and Robust Landmark Detection in Volumetric Data. In Medical Image Computing and Computer-Assisted Intervention (MICCAI), Springer International Publishing, 2015

V. M. Patel, H. V. Nguyen, R. Vidal, Latent Space Sparse Subspace Clustering, IEEE International Conference on Computer Vision (ICCV), December 2013

S. Shekhar, V. M. Patel, H. V. Nguyen, R. Chellappa, Generalized Domain-Adaptive Dictionaries, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2013

H. V. Nguyen, Patel, V.M.; Nasrabadi, N.M.; Chellappa, R., Kernel Dictionary Learning, in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), March 2012

H. V. Nguyen, T. H. Ho, V. M. Patel, R. Chellappa, DASH-N: Joint Hierarchical Domain Adaptation and Feature Learning, in IEEE Transactions on Image Processing (TIP), December 2015

S. Shekhar, V. M. Patel, H. V. Nguyen; R. Chellappa, Coupled Projections for Adaptation of Dictionaries, in IEEE Transactions on Image Processing (TIP), October 2015

V. M. Patel, H. V. Nguyen, R. Vidal, Latent Space Sparse and Low-Rank Subspace Clustering, in IEEE Journal of Selected Topics in Signal Processing, June 2015

H. V. Nguyen, V. M. Patel, N. M. Nasrabadi, R. Chellappa, Design of Non-Linear Kernel Dictionaries for Object Recognition, in IEEE Transactions on Image Processing (TIP), December 2013

H. V. Nguyen; F. Porikli, Support Vector Shape: A Classifier-Based Shape Representation, in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), April 2013

H. V. Nguyen, V. Patel, N. Nasrabadi, R. Chellappa, Sparse Embedding: A Framework for Sparsity Promoting Dimensionality Reduction, European Conference on Computer Vision (ECCV), October 2012.

Articles/Book Chapters H. V. Nguyen, A. Banerjee, P. Burlina, J. Broadwater, and R. Chellappa. Tracking and Identification via Object Reflectance Using a Hyperspectral Video Camera.. In: G. Fan (Ed.) Machine Vision Beyond Visible Spectrum, pp. 201-219. Springer Berlin Heidelberg, 2011

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