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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 101–110 of 597 papers

Title	Date	Tasks	Status	Hype	Score
An Efficient Method for Robust Projection Matrix Design	Sep 27, 2016	Compressive Sensing	CodeCode Available	0	5
Multilinear Compressive Learning	May 17, 2019	Compressive SensingFace Recognition	CodeCode Available	0	5
Deep Unfolding Basis Pursuit: Improving Sparse Channel Reconstruction via Data-Driven Measurement Matrices	Jul 10, 2020	Compressive Sensing	CodeCode Available	0	5
Deep Decomposition Learning for Inverse Imaging Problems	Nov 25, 2019	Compressive SensingImage Super-Resolution	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
Compressive Closeness in Networks	Jun 19, 2019	Compressive Sensing	CodeCode Available	0	5
Bayesian Sparse Tucker Models for Dimension Reduction and Tensor Completion	May 10, 2015	Compressive SensingDimensionality Reduction	CodeCode Available	0	5
Online Learning Sensing Matrix and Sparsifying Dictionary Simultaneously for Compressive Sensing	Jan 4, 2017	Compressive Sensing	CodeCode Available	0	5
Covariance Estimation from Compressive Data Partitions using a Projected Gradient-based Algorithm	Jan 11, 2021	Compressive Sensing	CodeCode Available	0	5
Compressive Image Scanning Microscope	Jul 19, 2023	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