Concepedia

Jialin Liu

JL

6

Publications

346

Citations

6

H-Index

2017

Active since

Affiliations

University of California, Los Angeles(Current)

Los Alamos National Laboratory

Jialin Liu is an author at University of California, Los Angeles specializing in engineering, computer science, and deep learning.

Top concepts

EngineeringComputer ScienceDeep LearningMachine LearningData ScienceImage AnalysisMachine VisionComputer VisionInverse ProblemsCompressive Sensing

Publications per year

2017–2021

6

Publications

6

ALISTA: Analytic Weights Are As Good As Learned Weights in LISTA

Jialin Liu, Xiaohan Chen, Shuicheng Yan et al. · International Conference on Learning Representations · 2018 · 103 citations

Mathematical Programming, Artificial Intelligence, Intelligent Information Processing +11

Learning to Optimize: A Primer and A Benchmark

Tianlong Chen, Xiaohan Chen, Wuyang Chen et al. · arXiv (Cornell University) · 2021 · 92 citations · Full text

Artificial Intelligence, Model Optimization, Data-driven Optimization +13

Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration

Jian Kang, Danfeng Hong, Jialin Liu et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 67 citations · Full text

Engineering, Interferometry, Convolutional Sparse Coding +19

First- and Second-Order Methods for Online Convolutional Dictionary Learning

Jialin Liu, Cristina García–Cardona, Brendt Wohlberg et al. · SIAM Journal on Imaging Sciences · 2018 · 36 citations · Full text

Sparse Representation, Machine Vision, Image Analysis +15

Online convolutional dictionary learning

Jialin Liu, Cristina García–Cardona, Brendt Wohlberg et al. · 2017 · 28 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +16

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