Hyperparameter Tuning is All You Need for LISTA

Hyperparameter Tuning is All You Need for LISTA

29 October 2021

Papers citing "Hyperparameter Tuning is All You Need for LISTA"

15 / 15 papers shown

Title
Learned Robust PCA: A Scalable Deep Unfolding Approach for High-Dimensional Outlier Detection HanQin Cai Jialin Liu W. Yin 85 42 0 11 Oct 2021
A Design Space Study for LISTA and Beyond Tianjian Meng Xiaohan Chen Yi Ding Zhangyang Wang 49 3 0 08 Apr 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 238 234 0 23 Mar 2021
Neurally Augmented ALISTA Freya Behrens Jonathan Sauder P. Jung 56 15 0 05 Oct 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 81 533 0 12 May 2020
Ada-LISTA: Learned Solvers Adaptive to Varying Models Aviad Aberdam Alona Golts Michael Elad 49 40 0 23 Jan 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 100 1,021 0 22 Dec 2019
Learning step sizes for unfolded sparse coding Pierre Ablin Thomas Moreau Mathurin Massias Alexandre Gramfort MQ 76 53 0 27 May 2019
Theoretical Linear Convergence of Unfolded ISTA and its Practical Weights and Thresholds Xiaohan Chen Jialin Liu Zhangyang Wang W. Yin 67 234 0 29 Aug 2018
LSALSA: Accelerated Source Separation via Learned Sparse Coding Benjamin Cowen Apoorva Nandini Saridena A. Choromańska 34 11 0 13 Feb 2018
Understanding Trainable Sparse Coding via Matrix Factorization Thomas Moreau Joan Bruna 35 45 0 01 Sep 2016
Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems Raja Giryes Yonina C. Eldar A. Bronstein Guillermo Sapiro 50 85 0 30 May 2016
Maximal Sparsity with Deep Networks? Bo Xin Yizhou Wang Wen Gao David Wipf 3DPC 70 167 0 05 May 2016
Optimized Projections for Compressed Sensing via Direct Mutual Coherence Minimization Canyi Lu Huan Li Zhouchen Lin 30 61 0 13 Aug 2015
A fast patch-dictionary method for whole image recovery Yangyang Xu W. Yin 46 63 0 16 Aug 2014