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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

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Showing 91–100 of 597 papers

Title	Date	Tasks	Status	Hype	Score
Towards improving discriminative reconstruction via simultaneous dense and sparse coding	Jun 16, 2020	Compressive SensingDictionary Learning	CodeCode Available	0	5
Deep Fully-Connected Networks for Video Compressive Sensing	Mar 16, 2016	Compressive SensingVideo Compressive Sensing	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
LAPRAN: A Scalable Laplacian Pyramid Reconstructive Adversarial Network for Flexible Compressive Sensing Reconstruction	Jul 24, 2018	Compressive SensingSSIM	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
Fast Compressive Sensing Recovery Using Generative Models with Structured Latent Variables	Feb 19, 2019	Compressive Sensing	CodeCode Available	0	5
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing	Jul 12, 2016	Compressive SensingDecoder	CodeCode Available	0	5
An efficient deep convolutional laplacian pyramid architecture for CS reconstruction at low sampling ratios	Apr 13, 2018	Blockingcompressed sensing	CodeCode Available	0	5
CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing	Dec 15, 2016	Compressive SensingGPU	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