Publications (39)
The STONE Transform: Multi-Resolution Image Enhancement and Real-Time Compressive Video
Tom Goldstein, Lina Xu, Kevin F. Kelly +1
Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation
Zheng Xu, Mario A. T. Figueiredo, Xiaoming Yuan +2
DCAN: Dual Channel-wise Alignment Networks for Unsupervised Scene Adaptation
Zuxuan Wu, Xintong Han, Yen-Liang Lin +4
Training Quantized Nets: A Deeper Understanding
Hao Li, Soham De, Zheng Xu +3
PhaseLin: Linear Phase Retrieval
Ramina Ghods, Andrew S. Lan, Tom Goldstein +1
Estimating Sparse Signals with Smooth Support via Convex Programming and Block Sparsity
Sohil Shah, Tom Goldstein, Christoph Studer
Improving Channel Charting with Representation-Constrained Autoencoders
Pengzhi Huang, Oscar Castañeda, Emre GönültaŠ+4
The paper proposes adding pairwise representation constraints to autoencoders for channel charting, improving the spatial accuracy of charts derived from channel-state information…
Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation
Sohil Shah, Pallabi Ghosh, Larry S Davis +1
Linear Spectral Estimators and an Application to Phase Retrieval
Ramina Ghods, Andrew S. Lan, Tom Goldstein +1
Nonlinear 1-Bit Precoding for Massive MU-MIMO with Higher-Order Modulation
Sven Jacobsson, Giuseppe Durisi, Mikael Coldrey +2
Biconvex Relaxation for Semidefinite Programming in Computer Vision
Sohil Shah, Abhay Kumar, Carlos Castillo +3
1-bit Massive MU-MIMO Precoding in VLSI
Oscar Castañeda, Sven Jacobsson, Giuseppe Durisi +3
Training Neural Networks Without Gradients: A Scalable ADMM Approach
Gavin Taylor, Ryan Burmeister, Zheng Xu +3
VLSI Design of a 3-bit Constant-Modulus Precoder for Massive MU-MIMO
Oscar Castañeda, Sven Jacobsson, Giuseppe Durisi +2
VLSI Designs for Joint Channel Estimation and Data Detection in Large SIMO Wireless Systems
Oscar Castañeda, Tom Goldstein, Christoph Studer
Non-negative Factorization of the Occurrence Tensor from Financial Contracts
Zheng Xu, Furong Huang, Louiqa Raschid +1
Efficient Distributed SGD with Variance Reduction
Soham De, Tom Goldstein
Democratic Representations
Christoph Studer, Tom Goldstein, Wotao Yin +1
PhasePack User Guide
Rohan Chandra, Ziyuan Zhong, Justin Hontz +3
Optical image-based thickness characterization of atomically thin nanomaterials using computer vision techniques
Daniel Cui, Tom Goldstein, Jun Yan
PhaseMax: Convex Phase Retrieval via Basis Pursuit
Tom Goldstein, Christoph Studer
Variance Reduction for Distributed Stochastic Gradient Descent
Soham De, Gavin Taylor, Tom Goldstein
Solving Uncalibrated Photometric Stereo Using Fewer Images by Jointly Optimizing Low-rank Matrix Completion and Integrability
Soumyadip Sengupta, Hao Zhou, Walter Forkel +3
Channel Charting: Locating Users within the Radio Environment using Channel State Information
Christoph Studer, Saïd Medjkouh, Emre GönültaŠ+2
Decentralized Baseband Processing for Massive MU-MIMO Systems
Kaipeng Li, Rishi Sharan, Yujun Chen +3
Visualizing the Loss Landscape of Neural Nets
Hao Li, Zheng Xu, Gavin Taylor +2
A New Rank Constraint on Multi-view Fundamental Matrices, and its Application to Camera Location Recovery
Soumyadip Sengupta, Tal Amir, Meirav Galun +4
Quantized Precoding for Massive MU-MIMO
Sven Jacobsson, Giuseppe Durisi, Mikael Coldrey +2
An Empirical Study of ADMM for Nonconvex Problems
Zheng Xu, Soham De, Mario Figueiredo +2
Adversarial attacks on Copyright Detection Systems
Parsa Saadatpanah, Ali Shafahi, Tom Goldstein
Transferable Clean-Label Poisoning Attacks on Deep Neural Nets
Chen Zhu, W. Ronny Huang, Ali Shafahi +4
Data Detection in Large Multi-Antenna Wireless Systems via Approximate Semidefinite Relaxation
Oscar Castañeda, Tom Goldstein, Christoph Studer
Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks
Ali Shafahi, W. Ronny Huang, Mahyar Najibi +4
PhasePack: A Phase Retrieval Library
Rohan Chandra, Ziyuan Zhong, Justin Hontz +3
Son of Zorn's Lemma: Targeted Style Transfer Using Instance-aware Semantic Segmentation
Carlos Castillo, Soham De, Xintong Han +3
ACE: Adapting to Changing Environments for Semantic Segmentation
Zuxuan Wu, Xin Wang, Joseph E. Gonzalez +2
Unwrapping ADMM: Efficient Distributed Computing via Transpose Reduction
Tom Goldstein, Gavin Taylor, Kawika Barabin +1
Understanding the (un)interpretability of natural image distributions using generative models
Ryen Krusinga, Sohil Shah, Matthias Zwicker +2
FASTA: A Generalized Implementation of Forward-Backward Splitting
Tom Goldstein, Christoph Studer, Richard Baraniuk