I'm a fifth year Ph.D. student in School of Electrical Engineering and Computer Science, The Pennsylvania State University. I am working under the supervision of Prof. Vishal Monga
. My research focuses on Sparse Coding, Convex Optimization, Deep Learning and their applications in Image Classification, Image Retrieval, Image Super-Resolution and Signal Recovery. I'm going to graduate in Summer 2018 and seeking a research scientist position in Machine Learning/Deep Learning/Computer Vision.
Further details about my research experience, honors and awards, etc. can be found in my Resume here
or you can visit my LinkedIn profile
I am also maintaining a Machine Learning blog
in Vietnamese with more than 10,000 followers
. The blog explains fundamental machine learning algorithms with scikit-learn codes and their corresponding from-scratch
Python versions. An ebook
named "Fundamentals of Machine Learning" in Vietnamese has been published.
- Ph.D., Electrical Engineering, Pennsylvania State University, (expected June 2018)
- B.S., Electronics and Telecommunications, Hanoi University of Science and Technology, Vietnam, June 2012
- Tiep Vu, Vishal Monga. "Fast Low-rank Shared Dictionary Learning for Image Classification." IEEE Transactions on Image Processing 26.11 (2017): 5160-5175., [paper][Project page] [code].
- Tiep Vu, H. S. Mousavi, V. Monga, A. U. Rao and G. Rao, "Histopathological Image Classification using Discriminative Feature-Oriented Dictionary Learning", IEEE Transactions on Medical Imaging , volume 35, issue 3, pages 738-751, March 2016.[paper][Project page] [code]
Tiep Vu, L. Nguyen, V. Monga, "Classifying Multi-channel UWB SAR Imagery via Tensor Sparsity Learning Techniques", submitted to IEEE Transactions on Aerospace and Electronic Systems (TAES) [code].
J. Mckay, Tiep Vu, I. Gerg, V.Monga, "Alleviating Imbalanced Sonar ATR Training Data with Transfer Learning and Neural Networks", to be submitted to IEEE Transactions on Geoscience and Remote Sensing (TGRS).
- Tiep Vu, Lam Nguyen, Tiantong Guo, Vishal Monga, " Deep Network for Simultaneous Decomposition and Classification in UWB-SAR Imagery. " IEEE Radar Conference, 2018.
- T. Guo, H. Mousavi, Tiep Vu, V. Monga, "Deep Wavelet Prediction for Super-resolution," IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2017 [paper] [code] [poster].
- Tiep Vu, Lam Nguyen, Calvin Le, Vishal Monga, " Tensor Sparsity for Classifying Low-Frequency Ultra-Wideband (UWB) SAR Imagery. " IEEE Radar Conference, 2017. [paper].
- Tiep Vu, Hojjat S. Mousavi, Vishal Monga, " Adaptive matching pursuit for sparse signal recovery. " IEEE on International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2017. [paper] [code]. Finalist for the Best Student Paper Award.
- Tiep Vu, Vishal Monga, " Learning a low-rank shared dictionary for object classification." IEEE International Conference on Image Processing (ICIP), pp. 4428-4432, 2016. [paper], [Project page], [code], [poster].
- Tiep Vu, H. S. Mousavi, V. Monga, UK A. Rao, G Rao, "DFDL: Discriminative Feature-Oriented Dictionary Learning for Histopathological Image Classification". IEEE International Symposium on Biomedical Imaging (ISBI), 2015. [paper] [code] [poster]