| 2026 | DCC | ReLACS: Responsive Learned Adaptive Compressive Subsampling for Efficient Readout of Large-Area Tactile Skins. | Dylan Poppert, Ariel Slepyan, Nitish V. Thakor, Trac D. Tran |
| 2025 | ACSSC | Region-of-Interest Sparse Reconstruction for Lensless Coded-Aperture Optical Imaging. | Di An, Dylan Poppert, Jiayue Li, Johnny Pham, Brian Sun, Mark Foster, Trac D. Tran |
| 2025 | CVPR | SINR: Sparsity Driven Compressed Implicit Neural Representations. | Dhananjaya Jayasundara, Sudarshan Rajagopalan, Yasiru Ranasinghe, Trac D. Tran, Vishal M. Patel |
| 2025 | DCC | Compressive Subsampling for Scalable Tactile Skin. | Ariel Slepyan, Dian Li, Trac D. Tran, Nitish V. Thakor |
| 2025 | ISCAS | Live Demonstration: Compressive Subsampling for High-Speed Large-Area Tactile Sensing. | Ariel Slepyan, Dian Li, Trac D. Tran, Nitish V. Thakor |
| 2022 | MICCAI | Deep Filter Bank Regression for Super-Resolution of Anisotropic MR Brain Images. | Samuel W. Remedios, Shuo Han, Yuan Xue, Aaron Carass, Trac D. Tran, Dzung L. Pham, Jerry L. Prince |
| 2021 | CVPR | 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 |
| 2021 | ICASSP | Bayesian Massive MIMO Channel Estimation with Parameter Estimation Using Low-Resolution ADCs. | Shuai Huang, Deqiang Qiu, Trac D. Tran |
| 2021 | ICASSP | 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 |
| 2021 | ICIP | Optical Flow Estimation Via Motion Feature Recovery. | Yang Jiao, Guangming Shi, Trac D. Tran |
| 2019 | ACSSC | Deep CNN for Extraction of Sidelobes from SAR Imagery in Spectrally Restricted Environment. | Lam H. Nguyen, Trac D. Tran |
| 2019 | CISS | Reducing Sampling Ratios and Increasing Number of Estimates Improve Bagging in Sparse Regression. | Luoluo Liu, Sang Peter Chin, Trac D. Tran |
| 2019 | CISS | A Generative Adversarial Neural Network for Beamforming Ultrasound Images Invited Presentation. | Arun Asokan Nair, Trac D. Tran, Austin Reiter, Muyinatu A. Lediju Bell |
| 2019 | ISIT | JOBS: Joint-Sparse Optimization from Bootstrap Samples. | Luoluo Liu, Sang Peter Chin, Trac D. Tran |
| 2018 | ICASSP | A Greedy Pursuit Algorithm for Separating Signals from Nonlinear Compressive Observations. | Sang (Peter) Chin, Trac D. Tran, Dung N. Tran, Akshay Rangamani |
| 2018 | ICASSP | A Deep Learning Based Alternative to Beamforming Ultrasound Images. | Arun Asokan Nair, Trac D. Tran, Austin Reiter, Muyinatu A. Lediju Bell |
| 2018 | ICIP | Recovery of UWB Radar Signals in Spectrally Restricted Environments. | Lam H. Nguyen, Trac D. Tran |
| 2018 | ICIP | Supervised Deep Sparse Coding Networks. | Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran |
| 2018 | ICIP | S3D: Stacking Segmental P3D for Action Quality Assessment. | Xiang Xiang, Ye Tian, Austin Reiter, Gregory D. Hager, Trac D. Tran |
| 2018 | ISIT | Sparse Coding and Autoencoders. | Akshay Rangamani, Anirbit Mukherjee, Amitabh Basu, Ashish Arora, Tejaswini Ganapathi, Sang (Peter) Chin, Trac D. Tran |
| 2017 | ICASSP | Sparse signal recovery using generalized approximate message passing with built-in parameter estimation. | Shuai Huang, Trac D. Tran |
| 2017 | ICASSP | A comprehensive performance comparison of RFI mitigation techniques for UWB radar signals. | Lam H. Nguyen, Trac D. Tran |
| 2017 | ICASSP | A provable nonconvex model for factoring nonnegative matrices. | Dung N. Tran, Sang Peter Chin, Trac D. Tran |
| 2017 | ICIP | Regularizing face verification nets for pain intensity regression. | Feng Wang, Xiang Xiang, Chang Liu, Trac D. Tran, Austin Reiter, Gregory D. Hager, Harry Quon, Jian Cheng, Alan L. Yuille |
| 2017 | ICIP | Supervised hashing with jointly learning embedding and quantization. | Hao Zhu, Feng Wang, Xiang Xiang, Trac D. Tran |
| 2017 | ISCAS | Live demonstration: A compact all-CMOS spatiotemporal compressed sensing video camera. | Tao Xiong, Jie Zhang, Chetan Singh Thakur, John M. Rattray, Sang Peter Chin, Trac D. Tran, Ralph Etienne-Cummings |
| 2017 | MICCAI | Deep Image-to-Image Recurrent Network with Shape Basis Learning for Automatic Vertebra Labeling in Large-Scale 3D CT Volumes. | Dong Yang, 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 |
| 2016 | ICASSP | Partial face recognition: A sparse representation-based approach. | Luoluo Liu, Trac D. Tran, Sang (Peter) Chin |
| 2016 | ICASSP | Sparse coding with fast image alignment via large displacement optical flow. | Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran |
| 2016 | ICASSP | Low-rank matrices recovery via entropy function. | Dung N. Tran, Shuai Huang, Sang Peter Chin, Trac D. Tran |
| 2016 | ICIP | Dimensionality reduction for image classification via mutual information maximization. | Shuai Huang, Trac D. Tran |
| 2016 | ICIP | Sparse signal recovery based on nonconvex entropy minimization. | Shuai Huang, Dung N. Tran, Trac D. Tran |
| 2015 | CISS | 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, Mark A. Foster |
| 2015 | ICASSP | Multi-sensor classification via sparsity-based representation with low-rank interference. | Minh Dao, Nasser M. Nasrabadi, Trac D. Tran |
| 2015 | ICASSP | Nonnegative matrix factorization with gradient vertex pursuit. | Dung N. Tran, Tao Xiong, Sang Peter Chin, Trac D. Tran |
| 2015 | ICASSP | Hierarchical Sparse and Collaborative Low-Rank representation for emotion recognition. | Xiang Xiang, Minh Dao, Gregory D. Hager, Trac D. Tran |
| 2015 | ICIP | Local sensing with global recovery. | Dung N. Tran, Duyet N. Tran, Sang Peter Chin, Trac D. Tran |
| 2015 | IGARSS | Estimation and extraction of radio-frequency interference from ultra-wideband radar signals. | Lam H. Nguyen, Trac D. Tran |
| 2015 | ISCAS | An unsupervised dictionary learning algorithm for neural recordings. | Tao Xiong, Jie Zhang, Yuanming Suo, Dung N. Tran, Ralph Etienne-Cummings, Sang Chin, Trac D. Tran |
| 2014 | ACSSC | Structured sparse representation with low-rank interference. | Minh Dao, Yuanming Suo, Sang (Peter) Chin, Trac D. Tran |
| 2014 | ACSSC | 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 |
| 2014 | ICASSP | Subspace vertex pursuit for separable non-negative matrix factorization in hyperspectral unmixing. | Qing Qu, Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran |
| 2014 | ICIP | Robust joint down- and cross-range sparse recovery of raw ultra-wideband SAR data. | Sonia Joy, Lam H. Nguyen, Trac D. Tran |
| 2014 | ICIP | 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 |
| 2014 | ICIP | Radio-frequency interference separation and suppression from ultrawideband radar data via low-rank modeling. | Lam H. Nguyen, Minh D. Dao, Trac D. Tran |
| 2014 | ICIP | Task-driven dictionary learning for hyperspectral image classification with structured sparsity priors. | Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran |
| 2014 | ICIP | Group structured dirty dictionary learning for classification. | Yuanming Suo, Minh Dao, Trac D. Tran, Hojjat Seyed Mousavi, Umamahesh Srinivas, Vishal Monga |
| 2013 | ICASSP | Video frame interpolation via weighted robust principal component analysis. | Minh Dao, Yuanming Suo, Sang Chin, Trac D. Tran |
| 2013 | ICASSP | Hyperspectral abundance estimation for the generalized bilinear model with joint sparsity constraint. | Qing Qu, Nasser M. Nasrabadi, Trac D. Tran |
| 2013 | ICASSP | Hierarchical sparse modeling using Spike and Slab priors. | Yuanming Suo, Minh Dao, Trac D. Tran, Umamahesh Srinivas, Vishal Monga |
| 2013 | ICIP | Temporal rate up-conversion of synthetic aperture radar via low-rank matrix recovery. | Minh Dao, Lam H. Nguyen, Trac D. Tran |
| 2013 | ICIP | Structured sparse priors for image classification. | Umamahesh Srinivas, Yuanming Suo, Minh Dao, Vishal Monga, Trac D. Tran |
| 2013 | ISCAS | Reconstruction of neural action potentials using signal dependent sparse representations. | Jie Zhang, Yuanming Suo, Srinjoy Mitra, Sang (Peter) Chin, Trac D. Tran, Refet Firat Yazicioglu, Ralph Etienne-Cummings |
| 2012 | IGARSS | Robust and adaptive extraction of RFI signals from ultra-wideband radar data. | Lam H. Nguyen, Trac D. Tran |
| 2012 | IGARSS | Discriminative graphical models for sparsity-based hyperspectral target detection. | Umamahesh Srinivas, Yi Chen, Vishal Monga, Nasser M. Nasrabadi, Trac D. Tran |
| 2012 | IGARSS | Kernel sparse representation for hyperspectral target detection. | Yi Chen, Nasser M. Nasrabadi, Trac D. Tran |
| 2011 | ACSSC | Sparsity-based face recognition using discriminative graphical models. | Umamahesh Srinivas, Vishal Monga, Yi Chen, Trac D. Tran |
| 2011 | FUSION | Robust multi-sensor classification via joint sparse representation. | Nam H. Nguyen, Nasser M. Nasrabadi, Trac D. Tran |
| 2011 | ICASSP | Video error concealment using sparse recovery and local dictionaries. | Dzung T. Nguyen, Minh Dao, Trac D. Tran |
| 2011 | ICIP | Hyperspectral image classification via kernel sparse representation. | Yi Chen, Nasser M. Nasrabadi, Trac D. Tran |
| 2011 | ICIP | Error concealment via 3-mode tensor approximation. | Dzung T. Nguyen, Minh Dao, Trac D. Tran |
| 2011 | IGARSS | Robust recovery of synthetic aperture radar data from uniformly under-sampled measurements. | Lam H. Nguyen, Trac D. Tran |
| 2010 | ICASSP | A sparsity-driven joint image registration and change detection technique for SAR imagery. | Lam H. Nguyen, Trac D. Tran |
| 2010 | ICASSP | Sparse coding for speech recognition. | Garimella S. V. S. Sivaram, Sridhar Krishna Nemala, Mounya Elhilali, Trac D. Tran, Hynek Hermansky |
| 2010 | ICIP | Robust face recognition using locally adaptive sparse representation. | Yi Chen, Thong T. Do, Trac D. Tran |
| 2010 | ICIP | Fast dimension reduction through random permutation. | Lu Gan, Thong T. Do, Trac D. Tran |
| 2010 | IGARSS | Sparsity-based classification of hyperspectral imagery. | Yi Chen, Nasser M. Nasrabadi, Trac D. Tran |
| 2009 | CISS | Distributed Compressed Video Sensing. | Thong T. Do, Yi Chen, Dzung T. Nguyen, Nam P. Nguyen, Lu Gan, Trac D. Tran |
| 2009 | CISS | Design of pointwise-in-frequency paraunitary filter banks. | Peter G. Vouras, Trac D. Tran |
| 2009 | ICASSP | A fast and efficient heuristic nuclear-norm algorithm for affine rank minimization. | Thong T. Do, Yi Chen, Nam H. Nguyen, Lu Gan, Trac D. Tran |
| 2009 | ICASSP | Fast and efficient dimensionality reduction using Structurally Random Matrices. | Thong T. Do, Lu Gan, Yi Chen, Nam P. Nguyen, Trac D. Tran |
| 2009 | ICASSP | A fast and efficient algorithm for low rank matrix recovery from incomplete observations. | Nam P. Nguyen, Thong T. Do, Yi Chen, Trac D. Tran |
| 2009 | ICASSP | Rational canonical form of polyphase matrices with applications to designing paraunitary filter banks. | Peter G. Vouras, Trac D. Tran, Michael Ching |
| 2009 | ICIP | Distributed compressed video sensing. | Thong T. Do, Yi Chen, Dzung T. Nguyen, Nam P. Nguyen, Lu Gan, Trac D. Tran |
| 2009 | ICIP | Implementation and application of local computation of wavelet coefficients in the dual-tree complex wavelets. | Iman A. El-Shehaby, Trac D. Tran |
| 2009 | MMSP | Robust video transmission using Layered Compressed Sensing. | Thong T. Do, Yi Chen, Dzung T. Nguyen, Nam P. Nguyen, Lu Gan, Trac D. Tran |
| 2009 | STOC | A fast and efficient algorithm for low-rank approximation of a matrix. | Nam H. Nguyen, Thong T. Do, Trac D. Tran |
| 2008 | ACSSC | Sparsity adaptive matching pursuit algorithm for practical compressed sensing. | Thong T. Do, Lu Gan, Nam H. Nguyen, Trac D. Tran |
| 2008 | ACSSC | Factorization of paraunitary polyphase matrices using subspace projections. | Peter G. Vouras, Trac D. Tran |
| 2008 | ICASSP | Fast compressive sampling with structurally random matrices. | Thong T. Do, Trac D. Tran, Lu Gan |
| 2008 | ICIP | Lifting-based Laplacian Pyramid reconstruction schemes. | Lijie Liu, Lu Gan, Trac D. Tran |
| 2008 | ISCAS | Local computation and estimation of wavelet coefficients in the dual-tree complex wavelet transform. | Iman A. El-Shehaby, Trac D. Tran |
| 2007 | CISS | General Reconstruction of Laplacian Pyramid and its Dual Frame Solutions. | Lijie Liu, Lu Gan, Trac D. Tran |
| 2007 | CISS | Rate-Distortion Analysis of Multiplierless Lifting-based IDCT Approximations. | Lijie Liu, Trac D. Tran |
| 2007 | CISS | Discrete-Time Dithering Technique for Designing Time-Varying Signal Adapted Filter Banks. | Peter G. Vouras, Trac D. Tran |
| 2007 | ICASSP | Optical Flow Approximation of Sub-Pixel Accurate Block Matching for Video Coding. | Yu M. Chi, Trac D. Tran, Ralph Etienne-Cummings |
| 2007 | ICASSP | An 88 IEEE-Compliant Lifting-Based Multiplierless IDCT Structure and Algorithm. | Lijie Liu, Trac D. Tran |
| 2007 | ICASSP | Paraunitary Filter Bank Design using Derivative Constraints. | Peter G. Vouras, Trac D. Tran |
| 2007 | ICIP | Multiple Description Image Codingwith Prediction Compensation. | Guoqian Sun, Upul Samarawickrama, Jie Liang, Chengjie Tu, Trac D. Tran |
| 2006 | CISS | Design of FIR Paraunitary Approximations to Principal Component Filter Banks. | Peter G. Vouras, Trac D. Tran |
| 2006 | ICASSP | Two-Dimensional Wiener Filters for Error Resilient Time Domain Lapped Transform. | Jie Liang, Xin Li, Guoqian Sun, Trac D. Tran |
| 2006 | ICIP | Multiplierless Design of Biorthogonal Dual-Tree Complex Wavelet Transform using Lifting Scheme. | Adeel Abbas, Trac D. Tran |
| 2006 | ICIP | A More Efficient and Video Friendly Spatial Resizing Algorithm. | Carlos Salazar-Lazaro, Trac D. Tran |
| 2006 | ISCAS | JPEG-compliant image coding with adaptive pre-/post-filtering. | Lijie Liu, Wei Dai, Trac D. Tran |
| 2005 | DCC | Adaptive Block-Based Image Coding with Pre-/Post-Filtering. | Wei Dai, Lijie Liu, Trac D. Tran |
| 2005 | ICASSP | Fast approximations of the orthogonal dual-tree wavelet bases. | Adeel Abbas, Trac D. Tran |
| 2005 | ICASSP | Wiener Filtering for Generalized Error Resilient Time Domain Lapped Transform. | Jie Liang, Chengjie Tu, Trac D. Tran, Lu Gan |
| 2005 | ISCAS | Flexible resizing algorithms for video transcoding. | Carlos Salazar-Lazaro, Trac D. Tran |
| 2004 | ICIP | Optimal block boundary pre/post-filtering for wavelet-based image and video compression. | Jie Liang, Chengjie Tu, Trac D. Tran |
| 2004 | ICIP | On resizing images in the dct domain. | Carlos Salazar-Lazaro, Trac D. Tran |
| 2004 | ICIP | Over-sampled and under-sampled Pre/post-filters for block DCT coders. | Chengjie Tu, Trac D. Tran, Jie Liang |
| 2003 | ICASSP | On efficient implementation of oversampled linear phase perfect reconstruction filter banks. | Jie Liang, Lu Gan, Chengjie Tu, Trac D. Tran, Kai-Kuang Ma |
| 2003 | ICASSP | Error resilient pre-/post-filtering for DCT-based block coding systems. | Chengjie Tu, Trac D. Tran, Jie Liang |
| 2002 | ICASSP | 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 |
| 2002 | ICASSP | Adaptive pre- and post-filtering for block based systems. | Sachin Gangaputra, Trac D. Tran |
| 2002 | ICASSP | DCT-based general structure for linear phase paraunitary filter banks. | Jie Liang, Trac D. Tran |
| 2002 | ICIP | Further results on DCT-based linear phase paraunitary filter banks. | Jie Liang, Trac D. Tran |
| 2002 | ICIP | On context-based entropy coding of block transform coefficients. | Chengjie Tu, Trac D. Tran |
| 2002 | ICIP | Adaptive runlength coding. | Chengjie Tu, Trac D. Tran, Jie Bang |
| 2002 | ISCAS | Integer- and rational-coefficient M-band wavelet. | Wei Dai, Trac D. Tran, Soontorn Oraintara, Truong Q. Nguyen |
| 2002 | ISCAS | Rate-distortion optimization of macroblock-based progressive fine granularity scalable video codec. | Xiaodong Fan, Guobin Shen, Shipeng Li, Trac D. Tran, Ya-Qin Zhang |
| 2000 | DCC | Seismic Data Compression Using GENLOT: Towards "Optimality"? | Laurent C. Duval, Van Bui-Tran, Truong Q. Nguyen, Trac D. Tran |
| 2000 | ICASSP | GenLOT optimization techniques for seismic data compression. | Laurent C. Duval, Van Bui-Tran, Truong Q. Nguyen, Trac D. Tran |
| 2000 | ICIP | Optimizing Block-Threshold Segmentation for MRC Compression. | Ricardo L. de Queiroz, Zhigang Fan, Trac D. Tran |
| 1999 | ICIP | Local Zerotree Coding. | Trac D. Tran |
| 1999 | ICIP | The LIFTLT: Fast Lapped Transform Via Lifting Steps. | Trac D. Tran |
| 1999 | ICIP | A Fast Multiplierless Block Transform for Image and Video Compression. | Trac D. Tran |
| 1998 | ICASSP | The generalized lapped biorthogonal transform. | Trac D. Tran, Ricardo L. de Queiroz, Truong Q. Nguyen |
| 1998 | ICIP | A GenLOT-based Progressive Image Coder for Low Resolution Images. | Mika Helsingius, Trac D. Tran, Truong Q. Nguyen |
| 1998 | ICIP | Generalized Lapped Biorthogonal Transforms with Integer Coefficients. | Masaaki Ikehara, Trac D. Tran, Truong Q. Nguyen |
| 1998 | ICIP | The Variable-Length Generalized Lapped Biorthogonal Transform. | Trac D. Tran, Ricardo L. de Queiroz, Truong Q. Nguyen |
| 1996 | ICASSP | A locally adaptive perceptual masking threshold model for image coding. | Trac D. Tran, Robert J. Safranek |