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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 81–90 of 597 papers

Title	Date	Tasks	Status	Hype	Score
Adaptive Measurement Network for CS Image Reconstruction	Sep 23, 2017	Compressive SensingImage Reconstruction	CodeCode Available	0	5
Finer Metagenomic Reconstruction via Biodiversity Optimization	Jan 23, 2020	Compressive SensingDiversity	CodeCode Available	0	5
A Compound Gaussian Least Squares Algorithm and Unrolled Network for Linear Inverse Problems	May 18, 2023	Compressive SensingImage Reconstruction	CodeCode Available	0	5
Fully Convolutional Measurement Network for Compressive Sensing Image Reconstruction	Nov 21, 2017	Compressive SensingImage Reconstruction	CodeCode Available	0	5
Generative Patch Priors for Practical Compressive Image Recovery	Jun 18, 2020	Compressive SensingImage Reconstruction	CodeCode Available	0	5
Chasing Better Deep Image Priors between Over- and Under-parameterization	Oct 31, 2024	Compressive SensingDecoder	CodeCode Available	0	5
Deep Geometric Distillation Network for Compressive Sensing MRI	Jul 11, 2021	compressed sensingCompressive Sensing	CodeCode Available	0	5
Difference of Convolution for Deep Compressive Sensing	Sep 22, 2019	Compressive Sensing	CodeCode Available	0	5
IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI	Sep 24, 2019	compressed sensingCompressive Sensing	CodeCode Available	0	5
Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables	Feb 19, 2019	Compressive Sensing	CodeCode Available	0	5

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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