A locally adaptive perceptual masking threshold model for image coding. - Trac D. Tran; Robert J. Safranek (ICASSP, 1996)

On M-channel linear phase FIR filter banks and application in image compression. - Trac Duy Tran; Truong Q. Nguyen (IEEE Trans. Signal Process., 1997)

The generalized lapped biorthogonal transform. - Trac D. Tran; Ricardo L. de Queiroz; Truong Q. Nguyen (ICASSP, 1998)

A GenLOT-based Progressive Image Coder for Low Resolution Images. - Mika Helsingius; Trac D. Tran; Truong Q. Nguyen (ICIP (2), 1998)

Generalized Lapped Biorthogonal Transforms with Integer Coefficients. - Masaaki Ikehara; Trac D. Tran; Truong Q. Nguyen (ICIP (3), 1998)

The Variable-Length Generalized Lapped Biorthogonal Transform. - Trac D. Tran; Ricardo L. de Queiroz; Truong Q. Nguyen (ICIP (3), 1998)

Local Zerotree Coding. - Trac D. Tran (ICIP (2), 1999)

The LIFTLT: Fast Lapped Transform Via Lifting Steps. - Trac D. Tran (ICIP (2), 1999)

A Fast Multiplierless Block Transform for Image and Video Compression. - Trac D. Tran (ICIP (3), 1999)

A progressive transmission image coder using linear phase uniform filterbanks as block transforms. - Trac D. Tran; Truong Q. Nguyen (IEEE Trans. Image Process., 1999)

Linear phase paraunitary filter bank with filters of different lengths and its application in image compression. - Trac D. Tran; Masaaki Ikehara; Truong Q. Nguyen (IEEE Trans. Signal Process., 1999)

Seismic Data Compression Using GENLOT: Towards "Optimality"? - Laurent C. Duval; Van Bui-Tran; Truong Q. Nguyen; Trac D. Tran (Data Compression Conference, 2000)

GenLOT optimization techniques for seismic data compression. - Laurent C. Duval; Van Bui-Tran; Truong Q. Nguyen; Trac D. Tran (ICASSP, 2000)

Optimizing Block-Threshold Segmentation for MRC Compression. - Ricardo L. de Queiroz; Zhigang Fan 001; Trac D. Tran (ICIP, 2000)

Wavelet-based image retrieval algorithm via mutual information. - Vikrant Kasarabada; Erdogan Simsek; Trac D. Tran (Storage and Retrieval for Media Databases, 2000)

The binDCT: fast multiplierless approximation of the DCT. - Trac D. Tran (IEEE Signal Process. Lett., 2000)

The LiftLT: fast-lapped transforms via lifting steps. - Trac D. Tran (IEEE Signal Process. Lett., 2000)

Optimizing block-thresholding segmentation for multilayer compression of compound images. - Ricardo L. de Queiroz; Zhigang Fan 001; Trac D. Tran (IEEE Trans. Image Process., 2000)

Linear-phase perfect reconstruction filter bank: lattice structure, design, and application in image coding. - Trac D. Tran; Ricardo L. de Queiroz; Truong Q. Nguyen (IEEE Trans. Signal Process., 2000)

Fast multiplierless approximations of the DCT with the lifting scheme. - Jie Liang 001; Trac D. Tran (IEEE Trans. Signal Process., 2001)

Lattice structure for regular paraunitary linear-phase filterbanks and M-band orthogonal symmetric wavelets. - Soontorn Oraintara; Trac D. Tran; Peter N. Heller; Truong Q. Nguyen (IEEE Trans. Signal Process., 2001)

Multiplierless approximation of transforms using lifting scheme and coordinate descent with adder constraint. - Ying-Jui Chen; Soontorn Oraintara; Trac D. Tran; Kevin Amaratunga; Truong Q. Nguyen (ICASSP, 2002)

Adaptive pre- and post-filtering for block based systems. - Sachin Gangaputra; Trac D. Tran (ICASSP, 2002)

DCT-based general structure for linear phase paraunitary filter banks. - Jie Liang 001; Trac D. Tran (ICASSP, 2002)

Further results on DCT-based linear phase paraunitary filter banks. - Jie Liang 001; Trac D. Tran (ICIP (2), 2002)

On context-based entropy coding of block transform coefficients. - Chengjie Tu; Trac D. Tran (ICIP (2), 2002)

Adaptive runlength coding. - Chengjie Tu; Trac D. Tran; Jie Bang (ICIP (2), 2002)

Integer- and rational-coefficient M-band wavelet. - Wei Dai; Trac D. Tran; Soontorn Oraintara; Truong Q. Nguyen (ISCAS (3), 2002)

Rate-distortion optimization of macroblock-based progressive fine granularity scalable video codec. - Xiaodong Fan; Guobin Shen; Shipeng Li 001; Trac D. Tran; Ya-Qin Zhang (ISCAS (4), 2002)

Multiplierless approximation of transforms with adder constraint. - Ying-Jui Chen; Soontorn Oraintara; Trac D. Tran; Kevin Amaratunga; Truong Q. Nguyen (IEEE Signal Process. Lett., 2002)

On the completeness of the lattice factorization for linear-phase perfect reconstruction filter banks. - Lu Gan 002; Kai-Kuang Ma; Truong Q. Nguyen; Trac D. Tran; Ricardo L. de Queiroz (IEEE Signal Process. Lett., 2002)

Context-based entropy coding of block transform coefficients for image compression. - Chengjie Tu; Trac D. Tran (IEEE Trans. Image Process., 2002)

A family of lapped regular transforms with integer coefficients. - Masaaki Ikehara; Trac D. Tran; Truong Q. Nguyen (IEEE Trans. Signal Process., 2002)

On efficient implementation of oversampled linear phase perfect reconstruction filter banks. - Jie Liang 001; Lu Gan 002; Chengjie Tu; Trac D. Tran; Kai-Kuang Ma (ICASSP (6), 2003)

Adaptive runlength coding. - Chengjie Tu; Jie Liang 001; Trac D. Tran (IEEE Signal Process. Lett., 2003)

Regularity-constrained pre- and post-filtering for block DCT-based systems. - Wei Dai; Trac D. Tran (IEEE Trans. Signal Process., 2003)

DCT-based general structure for linear-phase paraunitary filterbanks. - Jie Liang 001; Trac D. Tran; Ricardo L. de Queiroz (IEEE Trans. Signal Process., 2003)

A class of regular biorthogonal linear-phase filterbanks: theory, structure, and application in image coding. - Soontorn Oraintara; Trac D. Tran; Truong Q. Nguyen (IEEE Trans. Signal Process., 2003)

Lapped transform via time-domain pre- and post-filtering. - Trac D. Tran; Jie Liang 001; Chengjie Tu (IEEE Trans. Signal Process., 2003)

Optimal block boundary pre/post-filtering for wavelet-based image and video compression. - Jie Liang 001; Chengjie Tu; Trac D. Tran (ICIP, 2004)

On resizing images in the dct domain. - Carlos Salazar-Lazaro; Trac D. Tran (ICIP, 2004)

Over-sampled and under-sampled Pre/post-filters for block DCT coders. - Chengjie Tu; Trac D. Tran; Jie Liang 001 (ICIP, 2004)

Adaptive Block-Based Image Coding with Pre-/Post-Filtering. - Wei Dai; Lijie Liu; Trac D. Tran (DCC, 2005)

Fast approximations of the orthogonal dual-tree wavelet bases. - Adeel Abbas; Trac D. Tran (ICASSP (4), 2005)

Wiener Filtering for Generalized Error Resilient Time Domain Lapped Transform. - Jie Liang 001; Chengjie Tu; Trac D. Tran; Lu Gan 002 (ICASSP (2), 2005)

Flexible resizing algorithms for video transcoding. - Carlos Salazar-Lazaro; Trac D. Tran (ISCAS (2), 2005)

Optimal block boundary pre/postfiltering for wavelet-based image and video compression. - Jie Liang 001; Chengjie Tu; Trac D. Tran (IEEE Trans. Image Process., 2005)

Design of FIR Paraunitary Approximations to Principal Component Filter Banks. - Peter G. Vouras; Trac D. Tran (CISS, 2006)

Two-Dimensional Wiener Filters for Error Resilient Time Domain Lapped Transform. - Jie Liang 001; Xin Li 005; Guoqian Sun; Trac D. Tran (ICASSP (3), 2006)

Multiplierless Design of Biorthogonal Dual-Tree Complex Wavelet Transform using Lifting Scheme. - Adeel Abbas; Trac D. Tran (ICIP, 2006)

A More Efficient and Video Friendly Spatial Resizing Algorithm. - Carlos Salazar-Lazaro; Trac D. Tran (ICIP, 2006)

JPEG-compliant image coding with adaptive pre-/post-filtering. - Lijie Liu; Wei Dai; Trac D. Tran (ISCAS, 2006)

A Complete Image Compression Scheme Based on Overlapped Block Transform with Post-Processing. - Chiman Kwan; Baoxin Li; Roger Xu; X. Li; Trac D. Tran; T. Nguyen (EURASIP J. Adv. Signal Process., 2006)

Error resilient pre/post-filtering for DCT-based block coding systems. - Chengjie Tu; Trac D. Tran; Jie Liang 001 (IEEE Trans. Image Process., 2006)

General Reconstruction of Laplacian Pyramid and its Dual Frame Solutions. - Lijie Liu; Lu Gan 002; Trac D. Tran (CISS, 2007)

Rate-Distortion Analysis of Multiplierless Lifting-based IDCT Approximations. - Lijie Liu; Trac D. Tran (CISS, 2007)

Discrete-Time Dithering Technique for Designing Time-Varying Signal Adapted Filter Banks. - Peter G. Vouras; Trac D. Tran (CISS, 2007)

Optical Flow Approximation of Sub-Pixel Accurate Block Matching for Video Coding. - Yu M. Chi; Trac D. Tran; Ralph Etienne-Cummings (ICASSP (1), 2007)

An 8×8 IEEE-Compliant Lifting-Based Multiplierless IDCT Structure and Algorithm. - Lijie Liu; Trac D. Tran (ICASSP (1), 2007)

Paraunitary Filter Bank Design using Derivative Constraints. - Peter G. Vouras; Trac D. Tran (ICASSP (3), 2007)

Multiple Description Image Codingwith Prediction Compensation. - Guoqian Sun; Upul Samarawickrama; Jie Liang 001; Chengjie Tu; Trac D. Tran (ICIP (6), 2007)

A Complexity Scalable Universal DCT Domain Image Resizing Algorithm. - Carlos Salazar-Lazaro; Trac D. Tran (IEEE Trans. Circuits Syst. Video Technol., 2007)

Undersampled Boundary Pre-/Postfilters for Low Bit-Rate DCT-Based Block Coders. - Lu Gan 002; Chengjie Tu; Jie Liang 001; Trac D. Tran; Kai-Kuang Ma (IEEE Trans. Image Process., 2007)

Wiener Filter-Based Error Resilient Time-Domain Lapped Transform. - Jie Liang 001; Chengjie Tu; Lu Gan 002; Trac D. Tran; Kai-Kuang Ma (IEEE Trans. Image Process., 2007)

Sparsity adaptive matching pursuit algorithm for practical compressed sensing. - Thong T. Do; Lu Gan 002; Nam H. Nguyen; Trac D. Tran (ACSCC, 2008)

Factorization of paraunitary polyphase matrices using subspace projections. - Peter G. Vouras; Trac D. Tran (ACSCC, 2008)

Fast compressive imaging using scrambled block Hadamard ensemble. - Lu Gan 002; Thong T. Do; Trac D. Tran (EUSIPCO, 2008)

Fast compressive sampling with structurally random matrices. - Thong T. Do; Trac D. Tran; Lu Gan 002 (ICASSP, 2008)

Lifting-based Laplacian Pyramid reconstruction schemes. - Lijie Liu; Lu Gan 002; Trac D. Tran (ICIP, 2008)

Local computation and estimation of wavelet coefficients in the dual-tree complex wavelet transform. - Iman A. El-Shehaby; Trac D. Tran (ISCAS, 2008)

Rational Coefficient Dual-Tree Complex Wavelet Transform: Design andImplementation. - Adeel Abbas; Trac D. Tran (IEEE Trans. Signal Process., 2008)

Design of pointwise-in-frequency paraunitary filter banks. - Peter G. Vouras; Trac D. Tran (CISS, 2009)

A fast and efficient heuristic nuclear-norm algorithm for affine rank minimization. - Thong T. Do; Yi Chen 014; Nam H. Nguyen; Lu Gan 002; Trac D. Tran (ICASSP, 2009)

Fast and efficient dimensionality reduction using Structurally Random Matrices. - Thong T. Do; Lu Gan 002; Yi Chen 014; Nam P. Nguyen; Trac D. Tran (ICASSP, 2009)

A fast and efficient algorithm for low rank matrix recovery from incomplete observations. - Nam P. Nguyen; Thong T. Do; Yi Chen 014; Trac D. Tran (ICASSP, 2009)

Rational canonical form of polyphase matrices with applications to designing paraunitary filter banks. - Peter G. Vouras; Trac D. Tran; Michael Ching (ICASSP, 2009)

Distributed compressed video sensing. - Thong T. Do; Yi Chen 014; Dzung T. Nguyen; Nam P. Nguyen; Lu Gan 002; Trac D. Tran (ICIP, 2009)

Implementation and application of local computation of wavelet coefficients in the dual-tree complex wavelets. - Iman A. El-Shehaby; Trac D. Tran (ICIP, 2009)

Robust video transmission using Layered Compressed Sensing. - Thong T. Do; Yi Chen 014; Dzung T. Nguyen; Nam P. Nguyen; Lu Gan 002; Trac D. Tran (MMSP, 2009)

A fast and efficient algorithm for low-rank approximation of a matrix. - Nam H. Nguyen; Thong T. Do; Trac D. Tran (STOC, 2009)

Multiple Description Coding With Prediction Compensation. - Guoqian Sun; Upul Samarawickrama; Jie Liang 001; Chao Tian 002; Chengjie Tu; Trac D. Tran (IEEE Trans. Image Process., 2009)

A sparsity-driven joint image registration and change detection technique for SAR imagery. - Lam H. Nguyen; Trac D. Tran (ICASSP, 2010)

Sparse coding for speech recognition. - Garimella S. V. S. Sivaram; Sridhar Krishna Nemala; Mounya Elhilali; Trac D. Tran; Hynek Hermansky (ICASSP, 2010)

Robust face recognition using locally adaptive sparse representation. - Yi Chen 014; Thong T. Do; Trac D. Tran (ICIP, 2010)

Fast dimension reduction through random permutation. - Lu Gan 002; Thong T. Do; Trac D. Tran (ICIP, 2010)

Sparsity-based classification of hyperspectral imagery. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IGARSS, 2010)

Classification for hyperspectral imagery based on sparse representation. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (WHISPERS, 2010)

Tensor sparsification via a bound on the spectral norm of random tensors - Nam H. Nguyen; Petros Drineas; Trac D. Tran (CoRR, 2010)

Sparsity-based face recognition using discriminative graphical models. - Umamahesh Srinivas; Vishal Monga; Yi Chen 014; Trac D. Tran (ACSCC, 2011)

Robust multi-sensor classification via joint sparse representation. - Nam H. Nguyen; Nasser M. Nasrabadi; Trac D. Tran (FUSION, 2011)

Video error concealment using sparse recovery and local dictionaries. - Dzung T. Nguyen; Minh Dao; Trac D. Tran (ICASSP, 2011)

Error concealment via 3-mode tensor approximation. - Dzung T. Nguyen; Minh Dao; Trac D. Tran (ICIP, 2011)

Robust recovery of synthetic aperture radar data from uniformly under-sampled measurements. - Lam H. Nguyen; Trac D. Tran (IGARSS, 2011)

Robust Lasso with missing and grossly corrupted observations. - Nam H. Nguyen; Nasser M. Nasrabadi; Trac D. Tran (NIPS, 2011)

Random projection as dimensionality reduction and its effect on classical target recognition and anomaly detection techniques. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (WHISPERS, 2011)

Discriminative Local Sparse Representations for Robust Face Recognition - Yi Chen 014; Umamahesh Srinivas; Thong T. Do; Vishal Monga; Trac D. Tran (CoRR, 2011)

Sparse Representation for Target Detection in Hyperspectral Imagery. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IEEE J. Sel. Top. Signal Process., 2011)

Simultaneous Joint Sparsity Model for Target Detection in Hyperspectral Imagery. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IEEE Geosci. Remote. Sens. Lett., 2011)

Stepwise Optimal Subspace Pursuit for Improving Sparse Recovery. - Balakrishnan Varadarajan; Sanjeev Khudanpur; Trac D. Tran (IEEE Signal Process. Lett., 2011)

Hyperspectral Image Classification Using Dictionary-Based Sparse Representation. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Geosci. Remote. Sens., 2011)

Multi-sensor joint kernel sparse representation for personnel detection. - Nam H. Nguyen; Nasser M. Nasrabadi; Trac D. Tran (EUSIPCO, 2012)

Kernel sparse representation for hyperspectral target detection. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IGARSS, 2012)

Robust and adaptive extraction of RFI signals from ultra-wideband radar data. - Lam H. Nguyen; Trac D. Tran (IGARSS, 2012)

Discriminative graphical models for sparsity-based hyperspectral target detection. - Umamahesh Srinivas; Yi Chen 014; Vishal Monga; Nasser M. Nasrabadi; Trac D. Tran (IGARSS, 2012)

Chemical plume detection in hyperspectral imagery via joint sparse representation. - Minh Dao; Dzung T. Nguyen; Trac D. Tran; Sang Chin 001 (MILCOM, 2012)

Discriminative dictionary design using LVQ for hyperspectral image classification. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (WHISPERS, 2012)

Real Time Compressive Sensing Video Reconstruction in Hardware. - Garrick Orchard; Jie Zhang 063; Yuanming Suo; Minh Dao; Dzung T. Nguyen; Sang Chin 001; Christoph Posch; Trac D. Tran; Ralph Etienne-Cummings (IEEE J. Emerg. Sel. Topics Circuits Syst., 2012)

Fast and Efficient Compressive Sensing Using Structurally Random Matrices. - Thong T. Do; Lu Gan 002; Nam H. Nguyen; Trac D. Tran (IEEE Trans. Signal Process., 2012)

Discriminative sparse representations with applications. - Vishal Monga; Trac D. Tran (ACC, 2013)

Energy-efficient two-stage Compressed Sensing method for implantable neural recordings. - Yuanming Suo; Jie Zhang 063; Ralph Etienne-Cummings; Trac D. Tran; Sang Chin 001 (BioCAS, 2013)

Video frame interpolation via weighted robust principal component analysis. - Minh Dao; Yuanming Suo; Sang Chin 001; Trac D. Tran (ICASSP, 2013)

Hyperspectral abundance estimation for the generalized bilinear model with joint sparsity constraint. - Qing Qu 001; Nasser M. Nasrabadi; Trac D. Tran (ICASSP, 2013)

Hierarchical sparse modeling using Spike and Slab priors. - Yuanming Suo; Minh Dao; Trac D. Tran; Umamahesh Srinivas; Vishal Monga (ICASSP, 2013)

Temporal rate up-conversion of synthetic aperture radar via low-rank matrix recovery. - Minh Dao; Lam H. Nguyen; Trac D. Tran (ICIP, 2013)

Reconstruction of neural action potentials using signal dependent sparse representations. - Jie Zhang 063; Yuanming Suo; Srinjoy Mitra; Sang (Peter) Chin; Trac D. Tran; Refet Firat Yazicioglu; Ralph Etienne-Cummings (ISCAS, 2013)

Low rank representation for bilinear abundance estimation problem. - Qing Qu 001; Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (WHISPERS, 2013)

Exploiting Sparsity in Hyperspectral Image Classification via Graphical Models. - Umamahesh Srinivas; Yi Chen 014; Vishal Monga; Nasser M. Nasrabadi; Trac D. Tran (IEEE Geosci. Remote. Sens. Lett., 2013)

Hyperspectral Image Classification via Kernel Sparse Representation. - Yi Chen 014; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Geosci. Remote. Sens., 2013)

Exact Recoverability From Dense Corrupted Observations via ℓ1-Minimization. - Nam H. Nguyen; Trac D. Tran (IEEE Trans. Inf. Theory, 2013)

Robust Lasso With Missing and Grossly Corrupted Observations. - Nam H. Nguyen; Trac D. Tran (IEEE Trans. Inf. Theory, 2013)

Structured sparse representation with low-rank interference. - Minh Dao; Yuanming Suo; Sang (Peter) Chin; Trac D. Tran (ACSSC, 2014)

Joint sparse and low-rank model for radio-frequency interference suppression in ultra-wideband radar applications. - Lam H. Nguyen; Minh D. Dao; Trac D. Tran (ACSSC, 2014)

A dictionary learning algorithm for multi-channel neural recordings. - Tao Xiong; Yuanming Suo; Jie Zhang 063; Siwei Liu 004; Ralph Etienne-Cummings; Sang Chin 001; Trac D. Tran (BioCAS, 2014)

Live demonstration: A closed loop Compressive Sensing neural recording system. - Jie Zhang 063; Tao Xiong; Srinjoy Mitra; Yuanming Suo; Trac D. Tran; Refet Firat Yazicioglu; Ralph Etienne-Cummings (BioCAS, 2014)

Subspace vertex pursuit for separable non-negative matrix factorization in hyperspectral unmixing. - Qing Qu 001; Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (ICASSP, 2014)

Robust joint down- and cross-range sparse recovery of raw ultra-wideband SAR data. - Sonia Joy; Lam H. Nguyen; Trac D. Tran (ICIP, 2014)

Multi-task image classification via collaborative, hierarchical spike-and-slab priors. - Hojjat Seyed Mousavi; Umamahesh Srinivas; Vishal Monga; Yuanming Suo; Minh Dao; Trac D. Tran (ICIP, 2014)

Radio-frequency interference separation and suppression from ultrawideband radar data via low-rank modeling. - Lam H. Nguyen; Minh D. Dao; Trac D. Tran (ICIP, 2014)

Task-driven dictionary learning for hyperspectral image classification with structured sparsity priors. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (ICIP, 2014)

Group structured dirty dictionary learning for classification. - Yuanming Suo; Minh Dao; Trac D. Tran; Hojjat Seyed Mousavi; Umamahesh Srinivas; Vishal Monga (ICIP, 2014)

Structured Dictionary Learning for Classification. - Yuanming Suo; Minh Dao; Umamahesh Srinivas; Vishal Monga; Trac D. Tran (CoRR, 2014)

Structured Priors for Sparse-Representation-Based Hyperspectral Image Classification. - Xiaoxia Sun; Qing Qu 001; Nasser M. Nasrabadi; Trac D. Tran (IEEE Geosci. Remote. Sens. Lett., 2014)

Sparse models and sparse recovery for ultra-wideband SAR applications. - Lam H. Nguyen; Trac D. Tran; Thong T. Do (IEEE Trans. Aerosp. Electron. Syst., 2014)

Energy-Efficient Multi-Mode Compressed Sensing System for Implantable Neural Recordings. - Yuanming Suo; Jie Zhang 063; Tao Xiong; Sang Peter Chin; Ralph Etienne-Cummings; Trac D. Tran (IEEE Trans. Biomed. Circuits Syst., 2014)

An Efficient and Compact Compressed Sensing Microsystem for Implantable Neural Recordings. - Jie Zhang 063; Yuanming Suo; Srinjoy Mitra; Sang (Peter) Chin; Steven Hsiao; Refet Firat Yazicioglu; Trac D. Tran; Ralph Etienne-Cummings (IEEE Trans. Biomed. Circuits Syst., 2014)

Abundance Estimation for Bilinear Mixture Models via Joint Sparse and Low-Rank Representation. - Qing Qu 001; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Geosci. Remote. Sens., 2014)

Robust Transmit Nulling in Wideband Arrays. - Peter G. Vouras; Trac D. Tran (IEEE Trans. Signal Process., 2014)

Targeted Dot Product Representation for Friend Recommendation in Online Social Networks. - Minh D. Dao; Akshay Rangamani; Sang Peter Chin; Nam P. Nguyen; Trac D. Tran (ASONAM, 2015)

Compressed sensing block-wise exposure control algorithm using optical flow estimation. - Tao Xiong; Jie Zhang 063; Sang Chin 001; Trac D. Tran; Ralph Etienne-Cummings (BioCAS, 2015)

CMOS implementation of pixel-wise coded exposure imaging for insect-based sensor node. - Jie Zhang 063; Yuanming Suo; Chen Zhao; Trac D. Tran; Ralph Etienne-Cummings (BioCAS, 2015)

High-speed compressed sensing measurement using spectrally-encoded ultrafast laser pulses. - Bryan T. Bosworth; Jasper R. Stroud; Dung N. Tran; Trac D. Tran; Sang Chin 001; Mark A. Foster (CISS, 2015)

Multi-sensor classification via sparsity-based representation with low-rank interference. - Minh Dao; Nasser M. Nasrabadi; Trac D. Tran (ICASSP, 2015)

Nonnegative matrix factorization with gradient vertex pursuit. - Dung N. Tran; Tao Xiong; Sang Peter Chin; Trac D. Tran (ICASSP, 2015)

Hierarchical Sparse and Collaborative Low-Rank representation for emotion recognition. - Xiang Xiang 001; Minh Dao; Gregory D. Hager; Trac D. Tran (ICASSP, 2015)

Local sensing with global recovery. - Dung N. Tran; Duyet N. Tran; Sang Peter Chin; Trac D. Tran (ICIP, 2015)

Estimation and extraction of radio-frequency interference from ultra-wideband radar signals. - Lam H. Nguyen; Trac D. Tran (IGARSS, 2015)

An unsupervised dictionary learning algorithm for neural recordings. - Tao Xiong; Jie Zhang 063; Yuanming Suo; Dung N. Tran; Ralph Etienne-Cummings; Sang Chin 001; Trac D. Tran (ISCAS, 2015)

Interpretable exemplar-based shape classification using constrained sparse linear models. - Gunnar A. Sigurdsson; Zhen Yang 002; Trac D. Tran; Jerry L. Prince (Image Processing, 2015)

ICR: Iterative Convex Refinement for Sparse Signal Recovery Using Spike and Slab Priors. - Hojjat Seyed Mousavi; Vishal Monga; Trac D. Tran (CoRR, 2015)

Subspace Vertex Pursuit: A Fast and Robust Near-Separable Nonnegative Matrix Factorization Method for Hyperspectral Unmixing. - Qing Qu 001; Nasser M. Nasrabadi; Trac D. Tran (IEEE J. Sel. Top. Signal Process., 2015)

Iterative Convex Refinement for Sparse Recovery. - Hojjat Seyed Mousavi; Vishal Monga; Trac D. Tran (IEEE Signal Process. Lett., 2015)

Task-Driven Dictionary Learning for Hyperspectral Image Classification With Structured Sparsity Constraints. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Geosci. Remote. Sens., 2015)

Structured Sparse Priors for Image Classification. - Umamahesh Srinivas; Yuanming Suo; Minh Dao; Vishal Monga; Trac D. Tran (IEEE Trans. Image Process., 2015)

Bum scar detection using cloudy MODIS images via low-rank and sparsity-based models. - Minh Dao; Chiman Kwan; Bulent Ayhan; Trac D. Tran (GlobalSIP, 2016)

Invariant hierarchical sparse coding for object recognition via bags of atoms. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (GlobalSIP, 2016)

Compressive coding via random replicate mirror. - Dung N. Tran; Luoluo Liu; Trac D. Tran; Sang (Peter) Chin; Jeffrey Korn; Eric T. Hoke (GlobalSIP, 2016)

Partial face recognition: A sparse representation-based approach. - Luoluo Liu; Trac D. Tran; Sang (Peter) Chin (ICASSP, 2016)

Sparse coding with fast image alignment via large displacement optical flow. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (ICASSP, 2016)

Low-rank matrices recovery via entropy function. - Dung N. Tran; Shuai Huang; Sang Peter Chin; Trac D. Tran (ICASSP, 2016)

Dimensionality reduction for image classification via mutual information maximization. - Shuai Huang; Trac D. Tran (ICIP, 2016)

Sparse signal recovery based on nonconvex entropy minimization. - Shuai Huang; Dung N. Tran; Trac D. Tran (ICIP, 2016)

Segmentation of thalamus from MR images via task-driven dictionary learning. - Luoluo Liu; Jeffrey Glaister; Xiaoxia Sun; Aaron Carass; Trac D. Tran; Jerry L. Prince (Image Processing, 2016)

Recursively Measured Action Units. - Xiang Xiang 001; Trac D. Tran (MPRSS, 2016)

Pose-Selective Max Pooling for Measuring Similarity. - Xiang Xiang 001; Trac D. Tran (VAAM/FFER@ICPR, 2016)

Approximate Message Passing with Built-in Parameter Estimation for Sparse Signal Recovery. - Shuai Huang; Trac D. Tran (CoRR, 2016)

Recent Advances in Remote Spectral Sensing. - Chiman Kwan; Hairong Qi 001; Trac D. Tran (J. Sensors, 2016)

Efficient and Robust RFI Extraction Via Sparse Recovery. - Lam H. Nguyen; Trac D. Tran (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

A Fully Integrated Wireless Compressed Sensing Neural Signal Acquisition System for Chronic Recording and Brain Machine Interface. - Xilin Liu; Milin Zhang 001; Tao Xiong; Andrew G. Richardson; Timothy H. Lucas; Sang Peter Chin; Ralph Etienne-Cummings; Trac D. Tran; Jan Van der Spiegel (IEEE Trans. Biomed. Circuits Syst., 2016)

Communication Channel Analysis and Real Time Compressed Sensing for High Density Neural Recording Devices. - Jie Zhang 063; Kerron Duncan; Yuanming Suo; Tao Xiong; Srinjoy Mitra; Trac Duy Tran; Ralph Etienne-Cummings (IEEE Trans. Circuits Syst. I Regul. Pap., 2016)

Design of a Digital Address-Event Triggered Compressive Acquisition Image Sensor. - Hongjie Zhu; Milin Zhang 001; Yuanming Suo; Trac D. Tran; Jan Van der Spiegel (IEEE Trans. Circuits Syst. I Regul. Pap., 2016)

Collaborative Multi-Sensor Classification Via Sparsity-Based Representation. - Minh Dao; Nam H. Nguyen; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Signal Process., 2016)

Sparse Unsupervised Clustering with Mixture Observations for Video Summarization. - Xiang Xiang 001; Dung N. Tran; Trac D. Tran (AIPR, 2017)

Sparse signal recovery using generalized approximate message passing with built-in parameter estimation. - Shuai Huang; Trac D. Tran (ICASSP, 2017)

A comprehensive performance comparison of RFI mitigation techniques for UWB radar signals. - Lam H. Nguyen; Trac D. Tran (ICASSP, 2017)

A provable nonconvex model for factoring nonnegative matrices. - Dung N. Tran; Sang Peter Chin; Trac D. Tran (ICASSP, 2017)

Regularizing face verification nets for pain intensity regression. - Feng Wang 015; Xiang Xiang 001; Chang Liu; Trac D. Tran; Austin Reiter; Gregory D. Hager; Harry Quon; Jian Cheng 003; Alan L. Yuille (ICIP, 2017)

Supervised hashing with jointly learning embedding and quantization. - Hao Zhu; Feng Wang 015; Xiang Xiang 001; Trac D. Tran (ICIP, 2017)

Automatic Vertebra Labeling in Large-Scale 3D CT Using Deep Image-to-Image Network with Message Passing and Sparsity Regularization. - Dong Yang 005; Tao Xiong; Daguang Xu; Qiangui Huang; David Liu 001; Shaohua Kevin Zhou; Zhoubing Xu; Jin Hyeong Park; Mingqing Chen; Trac D. Tran; Sang Peter Chin; Dimitris N. Metaxas; et al. (IPMI, 2017)

Live demonstration: A compact all-CMOS spatiotemporal compressed sensing video camera. - Tao Xiong; Jie Zhang 063; Chetan Singh Thakur; John M. Rattray; Sang Peter Chin; Trac D. Tran; Ralph Etienne-Cummings (ISCAS, 2017)

Deep Image-to-Image Recurrent Network with Shape Basis Learning for Automatic Vertebra Labeling in Large-Scale 3D CT Volumes. - Dong Yang 005; Tao Xiong; Daguang Xu; Shaohua Kevin Zhou; Zhoubing Xu; Mingqing Chen; Jin Hyeong Park; Sasa Grbic; Trac D. Tran; Sang Peter Chin; Dimitris N. Metaxas; Dorin Comaniciu (MICCAI (3), 2017)

Spatiotemporal compressed sensing for video compression. - Tao Xiong; John M. Rattray; Jie Zhang 063; Chetan Singh Thakur; Sang Peter Chin; Trac D. Tran; Ralph Etienne-Cummings (MWSCAS, 2017)

Supervised Multilayer Sparse Coding Networks for Image Classification. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (CoRR, 2017)

Transferring Face Verification Nets To Pain and Expression Regression. - Feng Wang 015; Xiang Xiang 001; Chang Liu; Trac D. Tran; Austin Reiter; Gregory D. Hager; Harry Quon; Jian Cheng 003; Alan L. Yuille (CoRR, 2017)

Critical Points Of An Autoencoder Can Provably Recover Sparsely Used Overcomplete Dictionaries. - Akshay Rangamani; Anirbit Mukherjee; Ashish Arora; Tejaswini Ganapathy; Amitabh Basu; Sang (Peter) Chin; Trac D. Tran (CoRR, 2017)

Reconstruction-Free Deep Convolutional Neural Networks for Partially Observed Images. - Arun Asokan Nair; Luoluo Liu; Akshay Rangamani; Peter Chin 001; Muyinatu A. Lediju Bell; Trac D. Tran (GlobalSIP, 2018)

A Greedy Pursuit Algorithm for Separating Signals from Nonlinear Compressive Observations. - Sang (Peter) Chin; Trac D. Tran; Dung N. Tran; Akshay Rangamani (ICASSP, 2018)

A Deep Learning Based Alternative to Beamforming Ultrasound Images. - Arun Asokan Nair; Trac D. Tran; Austin Reiter; Muyinatu A. Lediju Bell (ICASSP, 2018)

Recovery of UWB Radar Signals in Spectrally Restricted Environments. - Lam H. Nguyen; Trac D. Tran (ICIP, 2018)

Supervised Deep Sparse Coding Networks. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (ICIP, 2018)

S3D: Stacking Segmental P3D for Action Quality Assessment. - Xiang Xiang 001; Ye Tian; Austin Reiter; Gregory D. Hager; Trac D. Tran (ICIP, 2018)

Perceptually Lossless Image Compression with Error Recovery. - Chiman Kwan; Eric Shang; Trac D. Tran (ICVISP, 2018)

Perceptually Lossless Video Compression with Error Concealment. - Chiman Kwan; Eric Shang; Trac D. Tran (ICVISP, 2018)

Adversarial deep structured nets for mass segmentation from mammograms. - Wentao Zhu 001; Xiang Xiang 001; Trac D. Tran; Gregory D. Hager; Xiaohui Xie (ISBI, 2018)

Using Deep Learning to Extract Scenery Information in Real Time Spatiotemporal Compressed Sensing. - Xiao Wang 028; Jie Zhang 063; Tao Xiong; Trac Duy Tran; Sang Peter Chin; Ralph Etienne-Cummings (ISCAS, 2018)

Sparse Coding and Autoencoders. - Akshay Rangamani; Anirbit Mukherjee; Amitabh Basu; Ashish Arora; Tejaswini Ganapathi; Sang (Peter) Chin; Trac D. Tran (ISIT, 2018)

Compressive Vehicle Tracking Using Deep Learning. - Chiman Kwan; Bryan Chou; Adam Echavarren; Bence Budavari; Jiang Li 001; Trac D. Tran (UEMCON, 2018)

Generative Adversarial Networks for Recovering Missing Spectral Information. - Dung N. Tran; Trac D. Tran; Lam H. Nguyen (CoRR, 2018)

Linear Disentangled Representation Learning for Facial Actions. - Xiang Xiang 001; Trac D. Tran (IEEE Trans. Circuits Syst. Video Technol., 2018)

Deep CNN for Extraction of Sidelobes from SAR Imagery in Spectrally Restricted Environment. - Lam H. Nguyen; Trac D. Tran (ACSSC, 2019)

Reducing Sampling Ratios and Increasing Number of Estimates Improve Bagging in Sparse Regression. - Luoluo Liu; Sang Peter Chin; Trac D. Tran (CISS, 2019)

A Generative Adversarial Neural Network for Beamforming Ultrasound Images Invited Presentation. - Arun Asokan Nair; Trac D. Tran; Austin Reiter; Muyinatu A. Lediju Bell (CISS, 2019)

JOBS: Joint-Sparse Optimization from Bootstrap Samples. - Luoluo Liu; Sang Peter Chin; Trac D. Tran (ISIT, 2019)

Multiple Human Objects Tracking and Classification Directly in Compressive Measurement Domain for Long Range Infrared Videos. - Chiman Kwan; David Gribben; Trac D. Tran (UEMCON, 2019)

Tracking and Classification of Multiple Human Objects Directly in Compressive Measurement Domain for Low Quality Optical Videos. - Chiman Kwan; David Gribben; Trac D. Tran (UEMCON, 2019)

A Comparison of Compression Codecs for Maritime and Sonar Images in Bandwidth Constrained Applications. - Chiman Kwan; Jude Larkin; Bence Budavari; Bryan Chou; Eric Shang; Trac D. Tran (Comput., 2019)

A Scale Invariant Flatness Measure for Deep Network Minima. - Akshay Rangamani; Nam H. Nguyen; Abhishek Kumar; Dzung T. Phan; Sang H. Chin; Trac D. Tran (CoRR, 2019)

Deep Learning-Based Target Tracking and Classification for Low Quality Videos Using Coded Aperture Cameras. - Chiman Kwan; Bryan Chou; Jonathan Yang; Akshay Rangamani; Trac D. Tran; Jack Zhang; Ralph Etienne-Cummings (Sensors, 2019)

Target tracking and classification using compressive sensing camera for SWIR videos. - Chiman Kwan; Bryan Chou; Jonathan Yang; Akshay Rangamani; Trac D. Tran; Jack Zhang; Ralph Etienne-Cummings (Signal Image Video Process., 2019)

Sparse Signal Recovery via Generalized Entropy Functions Minimization. - Shuai Huang; Trac D. Tran (IEEE Trans. Signal Process., 2019)

1-Bit Compressive Sensing via Approximate Message Passing with Built-in Parameter Estimation. - Shuai Huang; Trac D. Tran (CoRR, 2020)

Probabilistic Massive MIMO Channel Estimation with Built-in Parameter Estimation. - Shuai Huang; Trac D. Tran (CoRR, 2020)

2D+3D Facial Expression Recognition via Discriminative Dynamic Range Enhancement and Multi-Scale Learning. - Yang Jiao; Yi Niu; Trac D. Tran; Guangming Shi (CoRR, 2020)

Detection and Confirmation of Multiple Human Targets Using Pixel-Wise Code Aperture Measurements. - Chiman Kwan; David Gribben; Akshay Rangamani; Trac D. Tran; Jack Zhang; Ralph Etienne-Cummings (J. Imaging, 2020)

A short review of well-known image codecs and observations and root cause of some strange behaviors in image compression codecs. - Chiman Kwan; Jude Larkin; Bence Budavari; Trac D. Tran (Signal Image Video Process., 2020)

Supervised Deep Sparse Coding Networks for Image Classification. - Xiaoxia Sun; Nasser M. Nasrabadi; Trac D. Tran (IEEE Trans. Image Process., 2020)

EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation. - Yang Jiao; Trac D. Tran; Guangming Shi (CVPR, 2021)

Bayesian Massive MIMO Channel Estimation with Parameter Estimation Using Low-Resolution ADCs. - Shuai Huang; Deqiang Qiu; Trac D. Tran (ICASSP, 2021)

A Scale Invariant Measure of Flatness for Deep Network Minima. - Akshay Rangamani; Nam H. Nguyen; Abhishek Kumar; Dzung T. Phan; Sang (Peter) Chin; Trac D. Tran (ICASSP, 2021)

Optical Flow Estimation Via Motion Feature Recovery. - Yang Jiao; Guangming Shi; Trac D. Tran (ICIP, 2021)

Joint Down-Range and Cross-Range RFI Suppression in Ultra-Wideband SAR. - Sonia Joy; Lam H. Nguyen; Trac D. Tran (IEEE Trans. Geosci. Remote. Sens., 2021)

Deep Filter Bank Regression for Super-Resolution of Anisotropic MR Brain Images. - Samuel W. Remedios; Shuo Han 001; Yuan Xue 002; Aaron Carass; Trac D. Tran; Dzung L. Pham; Jerry L. Prince (MICCAI (6), 2022)

Approximate Message Passing With Parameter Estimation for Heavily Quantized Measurements. - Shuai Huang; Deqiang Qiu; Trac D. Tran (IEEE Trans. Signal Process., 2022)

Improving Low-Latency Mono-Channel Speech Enhancement by Compensation Windows in STFT Analysis. - Minh N. Bui; Dung N. Tran; Kazuhito Koishida; Trac D. Tran; Peter Chin 001 (COMPLEX NETWORKS (1), 2023)

Efficient Batched CPU/GPU Implementation of Orthogonal Matching Pursuit for Python. - Ariel Lubonja; Sebastian Kazmarek Præsius; Trac Duy Tran (CoRR, 2024)

SINR: Sparsity Driven Compressed Implicit Neural Representations. - Dhananjaya Jayasundara; Sudarshan Rajagopalan; Yasiru Ranasinghe; Trac D. Tran; Vishal M. Patel (CVPR, 2025)