A Multi-Scale Hybrid Linear Model for Lossy Image Representation. - Wei Hong 003; John Wright 001; Kun Huang 001; Yi Ma 001 (ICCV, 2005)

Analysis of Persistent Motion Patterns Using the 3D Structure Tensor. - John Wright 001; Robert Pless (WACV/MOTION, 2005)

Homography from Coplanar Ellipses with Application to Forensic Blood Splatter Reconstruction. - John Wright 001; Andrew Wagner; Shankar R. Rao; Yi Ma 001 (CVPR (1), 2006)

Multiscale Hybrid Linear Models for Lossy Image Representation. - Wei Hong 003; John Wright 001; Kun Huang 001; Yi Ma 001 (IEEE Trans. Image Process., 2006)

Classification via Minimum Incremental Coding Length (MICL). - John Wright 001; Yangyu Tao; Zhouchen Lin; Yi Ma 001; Heung-Yeung Shum (NIPS, 2007)

Segmentation of multivariate mixed data via lossy coding and compression. - Harm Derksen; Yi Ma 001; Wei Hong 003; John Wright 001 (VCIP, 2007)

Segmentation of Multivariate Mixed Data via Lossy Data Coding and Compression. - Yi Ma 001; Harm Derksen; Wei Hong 003; John Wright 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2007)

Image super-resolution as sparse representation of raw image patches. - Jianchao Yang; John Wright 001; Thomas S. Huang; Yi Ma 001 (CVPR, 2008)

Demo: Robust face recognition via sparse representation. - John Wright 001; Arvind Ganesh; Zihan Zhou 001; Andrew Wagner; Yi Ma 001 (FG, 2008)

Nearest-Subspace Patch Matching for face recognition under varying pose and illumination. - Zihan Zhou 001; Arvind Ganesh; John Wright 001; Shen-Fu Tsai; Yi Ma 001 (FG, 2008)

Unsupervised segmentation of natural images via lossy data compression. - Allen Y. Yang; John Wright 001; Yi Ma 001; S. Shankar Sastry (Comput. Vis. Image Underst., 2008)

Minimum sum of distances estimator: Robustness and stability. - Yoav Sharon; John Wright 001; Yi Ma 001 (ACC, 2009)

Towards a practical face recognition system: Robust registration and illumination by sparse representation. - Andrew Wagner; John Wright 001; Arvind Ganesh; Zihan Zhou 001; Yi Ma 001 (CVPR, 2009)

Implicit elastic matching with random projections for pose-variant face recognition. - John Wright 001; Gang Hua 001 (CVPR, 2009)

Dense error correction via l1-minimization. - John Wright 001; Yi Ma 001 (ICASSP, 2009)

Face recognition with contiguous occlusion using markov random fields. - Zihan Zhou 001; Andrew Wagner; Hossein Mobahi; John Wright 001; Yi Ma 001 (ICCV, 2009)

Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization. - John Wright 001; Arvind Ganesh; Shankar R. Rao; YiGang Peng; Yi Ma 001 (NIPS, 2009)

Robust Face Recognition via Sparse Representation. - John Wright 001; Allen Y. Yang; Arvind Ganesh; S. Shankar Sastry; Yi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2009)

Classification via Minimum Incremental Coding Length. - John Wright 001; Yi Ma 001; Yangyu Tao; Zhouchen Lin; Heung-Yeung Shum (SIAM J. Imaging Sci., 2009)

Error Correction for High-Dimensional Data via Convex Programming - John N. Wright (2009)

Decomposing background topics from keywords by principal component pursuit. - Kerui Min; Zhengdong Zhang 001; John Wright 001; Yi Ma 001 (CIKM, 2010)

Compact projection: Simple and efficient near neighbor search with practical memory requirements. - Kerui Min; Linjun Yang; John Wright 001; Lei Wu; Xian-Sheng Hua 001; Yi Ma 001 (CVPR, 2010)

On the Systematic Measurement Matrix for Compressed Sensing in the Presence of Gross Errors. - Zhi Li 001; Feng Wu; John Wright 001 (DCC, 2010)

Dense error correction for low-rank matrices via Principal Component Pursuit. - Arvind Ganesh; John Wright 001; Xiaodong Li 005; Emmanuel J. Candès; Yi Ma 001 (ISIT, 2010)

Stable Principal Component Pursuit. - Zihan Zhou 001; Xiaodong Li 005; John Wright 001; Emmanuel J. Candès; Yi Ma 001 (ISIT, 2010)

Sparse Representation for Computer Vision and Pattern Recognition. - John Wright 001; Yi Ma 001; Julien Mairal; Guillermo Sapiro; Thomas S. Huang; Shuicheng Yan (Proc. IEEE, 2010)

Image Super-Resolution Via Sparse Representation. - Jianchao Yang; John Wright 001; Thomas S. Huang; Yi Ma 001 (IEEE Trans. Image Process., 2010)

Dense error correction via l1-minimization. - John Wright 001; Yi Ma 001 (IEEE Trans. Inf. Theory, 2010)

High-resolution hyperspectral imaging via matrix factorization. - Rei Kawakami; Yasuyuki Matsushita; John Wright 001; Moshe Ben-Ezra; Yu-Wing Tai; Katsushi Ikeuchi (CVPR, 2011)

On the Local Correctness of L^1 Minimization for Dictionary Learning - Quan Geng; Huan Wang; John Wright 001 (CoRR, 2011)

Sparsity and Robustness in Face Recognition - John Wright 001; Arvind Ganesh; Allen Y. Yang; Zihan Zhou 001; Yi Ma 001 (CoRR, 2011)

Robust principal component analysis? - Emmanuel J. Candès; Xiaodong Li 005; Yi Ma 001; John Wright 001 (J. ACM, 2011)

Face recognition by sparse representation. - Arvind Ganesh; Andrew Wagner; Zihan Zhou 001; Allen Y. Yang; Yi Ma 001; John Wright 001 (Compressed Sensing, 2012)

Accelerated Large Scale Optimization by Concomitant Hashing. - Yadong Mu; John Wright 001; Shih-Fu Chang (ECCV (1), 2012)

Efficient Point-to-Subspace Query in ℓ1 with Application to Robust Face Recognition. - Ju Sun; Yuqian Zhang; John Wright 001 (ECCV (4), 2012)

Principal Component Pursuit with reduced linear measurements. - Arvind Ganesh; Kerui Min; John Wright 001; Yi Ma 001 (ISIT, 2012)

Compressive principal component pursuit. - John Wright 001; Arvind Ganesh; Kerui Min; Yi Ma 001 (ISIT, 2012)

Learning with Partially Absorbing Random Walks. - Xiao-Ming Wu 003; Zhenguo Li; Anthony Man-Cho So; John Wright 001; Shih-Fu Chang (NIPS, 2012)

Efficient Point-to-Subspace Query in ℓ1 with Application to Robust Face Recognition - Ju Sun; Yuqian Zhang; John Wright 001 (CoRR, 2012)

Efficient Point-to-Subspace Query in ℓ1: Theory and Applications in Computer Vision - Ju Sun; Yuqian Zhang; John Wright 001 (CoRR, 2012)

Exact Recovery of Sparsely-Used Dictionaries. - Daniel A. Spielman; Huan Wang; John Wright 001 (COLT, 2012)

RASL: Robust Alignment by Sparse and Low-Rank Decomposition for Linearly Correlated Images. - YiGang Peng; Arvind Ganesh; John Wright 001; Wenli Xu; Yi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2012)

Toward a Practical Face Recognition System: Robust Alignment and Illumination by Sparse Representation. - Andrew Wagner; John Wright 001; Arvind Ganesh; Zihan Zhou 001; Hossein Mobahi; Yi Ma 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2012)

Fast Subspace Search via Grassmannian Based Hashing. - Xu Wang 066; Stefan Atev; John Wright 001; Gilad Lerman (ICCV, 2013)

Toward Guaranteed Illumination Models for Non-convex Objects. - Yuqian Zhang; Cun Mu; Han-Wen Kuo; John Wright 001 (ICCV, 2013)

Exact Recovery of Sparse-Used Dictionaries. - Huan Wang; Daniel A. Spielman; John Wright 001 (IJCAI, 2013)

Sparse representations for image and video analysis. - Jinhui Tang 001; Shuicheng Yan; John Wright 001; Qi Tian 001; Yanwei Pang; Edwige E. Pissaloux (J. Vis. Commun. Image Represent., 2013)

Square Deal: Lower Bounds and Improved Relaxations for Tensor Recovery. - Cun Mu; Bo Huang; John Wright 001; Donald Goldfarb (ICML, 2014)

On the local correctness of ℓ1-minimization for dictionary learning. - Quan Geng; John Wright 001 (ISIT, 2014)

Efficient Point-to-Subspace Query in ℓ1 with Application to Robust Object Instance Recognition. - Ju Sun; Yuqian Zhang; John Wright 001 (SIAM J. Imaging Sci., 2014)

Sparse Coding. - John Wright 001 (Computer Vision, A Reference Guide, 2014)

Complete Dictionary Recovery Using Nonconvex Optimization. - Ju Sun; Qing Qu 001; John Wright 001 (ICML, 2015)

19.4 A 2.7-to-3.7GHz rapid interférer detector exploiting compressed sampling with a quadrature analog-to-information converter. - Rabia Tugce Yazicigil; Tanbir Haque; Michael R. Whalen; Jeffrey Yuan; John Wright 001; Peter R. Kinget (ISSCC, 2015)

Complete Dictionary Recovery over the Sphere. - Ju Sun; Qing Qu 001; John Wright 001 (CoRR, 2015)

When Are Nonconvex Problems Not Scary? - Ju Sun; Qing Qu 001; John Wright 001 (CoRR, 2015)

A Batchwise Monotone Algorithm for Dictionary Learning. - Huan Wang; John Wright 001; Daniel A. Spielman (CoRR, 2015)

Wideband Rapid Interferer Detector Exploiting Compressed Sampling With a Quadrature Analog-to-Information Converter. - Rabia Tugce Yazicigil; Tanbir Haque; Michael R. Whalen; Jeffrey Yuan; John Wright 001; Peter R. Kinget (IEEE J. Solid State Circuits, 2015)

Theory and Design of a Quadrature Analog-to-Information Converter for Energy-Efficient Wideband Spectrum Sensing. - Tanbir Haque; Rabia Tugce Yazicigil; Kyle Jung-Lin Pan; John Wright 001; Peter R. Kinget (IEEE Trans. Circuits Syst. I Regul. Pap., 2015)

Band-pass compressive sampling as an enabling technology for rapid wideband RF spectrum sensing. - Rabia Tugce Yazicigil; Tanbir Haque; John Wright 001; Peter R. Kinget (ACSSC, 2016)

Introduction to the Issue on Structured Matrices in Signal and Data Processing. - Michael B. Wakin; Rémi Gribonval; Visa Koivunen; Justin K. Romberg; John Wright 001 (IEEE J. Sel. Top. Signal Process., 2016)

Scalable Robust Matrix Recovery: Frank-Wolfe Meets Proximal Methods. - Cun Mu; Yuqian Zhang; John Wright 001; Donald Goldfarb (SIAM J. Sci. Comput., 2016)

Finding a Sparse Vector in a Subspace: Linear Sparsity Using Alternating Directions. - Qing Qu 001; Ju Sun; John Wright 001 (IEEE Trans. Inf. Theory, 2016)

Convolutional Phase Retrieval. - Qing Qu 001; Yuqian Zhang; Yonina C. Eldar; John Wright 001 (NIPS, 2017)

Theory and Design of a Direct Space-to-Information Converter for Rapid Detection of Interferer DoA. - Matthew Bajor; Tanbir Haque; John Wright 001; Peter R. Kinget (VTC Fall, 2017)

Using negative curvature in solving nonlinear programs. - Donald Goldfarb; Cun Mu; John Wright 001; Chaoxu Zhou (Comput. Optim. Appl., 2017)

Complete Dictionary Recovery Over the Sphere I: Overview and the Geometric Picture. - Ju Sun; Qing Qu 001; John Wright 001 (IEEE Trans. Inf. Theory, 2017)

Complete Dictionary Recovery Over the Sphere II: Recovery by Riemannian Trust-Region Method. - Ju Sun; Qing Qu 001; John Wright 001 (IEEE Trans. Inf. Theory, 2017)

Efficient Model-Free Learning to Overcome Hardware Nonidealities in Analog-to-Information Converters. - Sam Buchanan; Tanbir Haque; Peter R. Kinget; John Wright 001 (ICASSP, 2018)

Structured Local Minima in Sparse Blind Deconvolution. - Yuqian Zhang; Han-Wen Kuo; John Wright 001 (NeurIPS, 2018)

Dictionary Learning in Fourier Transform Scanning Tunneling Spectroscopy. - Sky Cheung; John Y. Shin; Yenson Lau; Zhengyu Chen; Ju Sun; Yuqian Zhang; John Wright 001; Abhay Pasupathy (CoRR, 2018)

A Geometric Analysis of Phase Retrieval. - Ju Sun; Qing Qu 001; John Wright 001 (Found. Comput. Math., 2018)

A Reconfigurable Architecture Using a Flexible LO Modulator to Unify High-Sensitivity Signal Reception and Compressed-Sampling Wideband Signal Detection. - Tanbir Haque; Matthew Bajor; Yudong Zhang 006; Jianxun Zhu; Zarion A. Jacobs; Blayne Kettlewell; John Wright 001; Peter R. Kinget (IEEE J. Solid State Circuits, 2018)

How to Make Analog-to-Information Converters Work in Dynamic Spectrum Environments With Changing Sparsity Conditions. - Rabia Tugce Yazicigil; Tanbir Haque; Manoj Kumar; Jeffery Yuan; John Wright 001; Peter R. Kinget (IEEE Trans. Circuits Syst. I Regul. Pap., 2018)

Efficient Dictionary Learning with Gradient Descent. - Dar Gilboa; Sam Buchanan; John Wright 001 (ICML, 2019)

Complete Dictionary Learning via 𝓁4-Norm Maximization over the Orthogonal Group. - Yuexiang Zhai; Zitong Yang; Zhenyu Liao 003; John Wright 001; Yi Ma 001 (CoRR, 2019)

Compressed Sensing Microscopy with Scanning Line Probes. - Han-Wen Kuo; Anna E. Dorfi; Daniel V. Esposito; John N. Wright (CoRR, 2019)

Matrix completion as a post-processing technique for probabilistic roadmaps. - Joel M. Esposito; John N. Wright (Int. J. Robotics Res., 2019)

A Flexible Phased-Array Architecture for Reception and Rapid Direction-of-Arrival Finding Utilizing Pseudo-Random Antenna Weight Modulation and Compressive Sampling. - Matthew Bajor; Tanbir Haque; Guoxiang Han; Ciyuan Zhang; John Wright 001; Peter R. Kinget (IEEE J. Solid State Circuits, 2019)

Taking Compressive Sensing to the Hardware Level: Breaking Fundamental Radio-Frequency Hardware Performance Tradeoffs. - Rabia Tugce Yazicigil; Tanbir Haque; Peter R. Kinget; John Wright 001 (IEEE Signal Process. Mag., 2019)

Short and Sparse Deconvolution - A Geometric Approach. - Yenson Lau; Qing Qu 001; Han-Wen Kuo; Pengcheng Zhou; Yuqian Zhang; John Wright 001 (ICLR, 2020)

Finding the Sparsest Vectors in a Subspace: Theory, Algorithms, and Applications. - Qing Qu 001; Zhihui Zhu; Xiao Li 009; Manolis C. Tsakiris; John Wright 001; René Vidal (CoRR, 2020)

From Symmetry to Geometry: Tractable Nonconvex Problems. - Yuqian Zhang; Qing Qu 001; John Wright 001 (CoRR, 2020)

Deep Networks from the Principle of Rate Reduction. - Kwan Ho Ryan Chan; Yaodong Yu; Chong You; Haozhi Qi; John Wright 001; Yi Ma 001 (CoRR, 2020)

Complete Dictionary Learning via L4-Norm Maximization over the Orthogonal Group. - Yuexiang Zhai; Zitong Yang; Zhenyu Liao 003; John Wright 001; Yi Ma 001 (J. Mach. Learn. Res., 2020)

Geometry and Symmetry in Short-and-Sparse Deconvolution. - Han-Wen Kuo; Yuqian Zhang; Yenson Lau; John Wright 001 (SIAM J. Math. Data Sci., 2020)

Convolutional Phase Retrieval via Gradient Descent. - Qing Qu 001; Yuqian Zhang; Yonina C. Eldar; John Wright 001 (IEEE Trans. Inf. Theory, 2020)

Structured Local Optima in Sparse Blind Deconvolution. - Yuqian Zhang; Han-Wen Kuo; John Wright 001 (IEEE Trans. Inf. Theory, 2020)

Deep Networks and the Multiple Manifold Problem. - Sam Buchanan; Dar Gilboa; John Wright 001 (ICLR, 2021)

Deep Networks Provably Classify Data on Curves. - Tingran Wang; Sam Buchanan; Dar Gilboa; John Wright 001 (NeurIPS, 2021)

Square Root Principal Component Pursuit: Tuning-Free Noisy Robust Matrix Recovery. - Junhui Zhang; Jingkai Yan; John Wright 001 (NeurIPS, 2021)

Generalized Approach to Matched Filtering using Neural Networks. - Jingkai Yan; Mariam Avagyan; Robert E. Colgan; Doga Veske; Imre Bartos; John N. Wright; Zsuzsa Márka; Szabolcs Márka (CoRR, 2021)

A Multi-Branch Receiver With Modulated Mixer Clocks for Concurrent Dual-Carrier Reception and Rapid Compressive-Sampling Spectrum Scanning. - Guoxiang Han; Tanbir Haque; Matthew Bajor; John Wright 001; Peter R. Kinget (IEEE J. Solid State Circuits, 2021)

On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution. - Yuqian Zhang; Yenson Lau; Han-Wen Kuo; Sky Cheung; Abhay Pasupathy; John Wright 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Architectural Optimization and Feature Learning for High-Dimensional Time Series Datasets. - Robert E. Colgan; Jingkai Yan; Zsuzsa Márka; Imre Bartos; Szabolcs Márka; John N. Wright (CoRR, 2022)

Resource-Efficient Invariant Networks: Exponential Gains by Unrolled Optimization. - Sam Buchanan; Jingkai Yan; Ellie Haber; John Wright 001 (CoRR, 2022)

Detecting and Diagnosing Terrestrial Gravitational-Wave Mimics Through Feature Learning. - Robert E. Colgan; Zsuzsa Márka; Jingkai Yan; Imre Bartos; John N. Wright; Szabolcs Márka (CoRR, 2022)

Boosting the Efficiency of Parametric Detection with Hierarchical Neural Networks. - Jingkai Yan; Robert E. Colgan; John Wright 001; Zsuzsa Márka; Imre Bartos; Szabolcs Márka (CoRR, 2022)

ReduNet: A White-box Deep Network from the Principle of Maximizing Rate Reduction. - Kwan Ho Ryan Chan; Yaodong Yu; Chong You; Haozhi Qi; John Wright 001; Yi Ma 001 (J. Mach. Learn. Res., 2022)

TpopT: Efficient Trainable Template Optimization on Low-Dimensional Manifolds. - Jingkai Yan; Shiyu Wang; Xinyu Rain Wei; Jimmy Wang; Zsuzsanna Márka; Szabolcs Márka; John Wright 001 (CoRR, 2023)

Editorial Introduction to the Special Issue Seeking Low-Dimensionality in Deep Neural Networks (SLowDNN). - Yi Ma 001; Yuejie Chi; Ivan Dokmanic; Bihan Wen; John N. Wright; Zhihui Zhu (IEEE J. Sel. Top. Signal Process., 2024)

Fast, Accurate Manifold Denoising by Tunneling Riemannian Optimization. - Shiyu Wang; Mariam Avagyan; Yihan Shen; Arnaud Lamy; Tingran Wang; Szabolcs Márka; Zsuzsa Márka; John Wright 001 (CoRR, 2025)

Local Averaging Accurately Distills Manifold Structure From Noisy Data. - Yihan Shen; Shiyu Wang; Arnaud Lamy; Mariam Avagyan; John Wright 001 (CoRR, 2025)