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Compressive Sensing

Compressive Sensing is a new signal processing framework for efficiently acquiring and reconstructing a signal that have a sparse representation in a fixed linear basis.

Source: Sparse Estimation with Generalized Beta Mixture and the Horseshoe Prior

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 597 papers

Title	Date	Tasks	Status	Hype
Deep Geometric Distillation Network for Compressive Sensing MRI	Jul 11, 2021	compressed sensingCompressive Sensing	CodeCode Available	0
Learning to compress and search visual data in large-scale systems	Jan 24, 2019	Compressive SensingDenoising	CodeCode Available	0
Learning to Invert: Signal Recovery via Deep Convolutional Networks	Jan 14, 2017	Compressive Sensing	CodeCode Available	0
Generative Patch Priors for Practical Compressive Image Recovery	Jun 18, 2020	Compressive SensingImage Reconstruction	CodeCode Available	0
Multi-Scale Deep Compressive Sensing Network	Sep 15, 2018	Compressive Sensing	CodeCode Available	0
Multi-Scale Deep Compressive Sensing Network	Dec 12, 2018	Compressive Sensing	CodeCode Available	0
Compressive Closeness in Networks	Jun 19, 2019	Compressive Sensing	CodeCode Available	0
Operational Support Estimator Networks	Jul 12, 2023	Compressive SensingComputational Efficiency	CodeCode Available	0
Group-based Sparse Representation for Image Restoration	May 14, 2014	Compressive SensingDeblurring	CodeCode Available	0
Accurate Characterization of Non-Uniformly Sampled Time Series using Stochastic Differential Equations	Jul 2, 2020	Bayesian OptimizationCompressive Sensing	CodeCode Available	0

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All datasets Set11 cs=50%BSD68 CS=50%BSDS100 - 2x upscaling Urban100 - 2x upscaling

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DMP-DUN-Plus (4-step)	Average PSNR	42.82	—	Unverified
2	AMPA-Net	Average PSNR	40.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMPA-Net	Average PSNR	36.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMPA-Net	Average PSNR	35.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AMPA-Net	Average PSNR	35.86	—	Unverified