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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 61–70 of 597 papers

Title	Date	Tasks	Status	Hype	Score
Group-based Sparse Representation for Image Restoration	May 14, 2014	Compressive SensingDeblurring	CodeCode Available	0	5
LAPRAN: A Scalable Laplacian Pyramid Reconstructive Adversarial Network for Flexible Compressive Sensing Reconstruction	Jul 24, 2018	Compressive SensingSSIM	CodeCode Available	0	5
Machine Learning Assisted Phase-less Millimeter-Wave Beam Alignment in Multipath Channels	Sep 29, 2021	BIG-bench Machine LearningCompressive Sensing	CodeCode Available	0	5
DR2-Net: Deep Residual Reconstruction Network for Image Compressive Sensing	Feb 19, 2017	Compressive SensingImage Reconstruction	CodeCode Available	0	5
Dual-view Snapshot Compressive Imaging via Optical Flow Aided Recurrent Neural Network	Sep 11, 2021	Compressive SensingDiversity	CodeCode Available	0	5
Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables	Feb 19, 2019	Compressive Sensing	CodeCode Available	0	5
Difference of Convolution for Deep Compressive Sensing	Sep 22, 2019	Compressive Sensing	CodeCode Available	0	5
Towards improving discriminative reconstruction via simultaneous dense and sparse coding	Jun 16, 2020	Compressive SensingDictionary Learning	CodeCode Available	0	5
Digital Twin Aided Compressive Sensing: Enabling Site-Specific MIMO Hybrid Precoding	May 12, 2024	Compressive Sensing	CodeCode Available	0	5
Adaptive Measurement Network for CS Image Reconstruction	Sep 23, 2017	Compressive SensingImage Reconstruction	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