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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 111–120 of 597 papers

Title	Date	Tasks	Status	Hype	Score
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
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing	Jul 12, 2016	Compressive SensingDecoder	CodeCode Available	0	5
Deep Fully-Connected Networks for Video Compressive Sensing	Mar 16, 2016	Compressive SensingVideo 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
Covariance Estimation from Compressive Data Partitions using a Projected Gradient-based Algorithm	Jan 11, 2021	Compressive Sensing	CodeCode Available	0	5
Deep Geometric Distillation Network for Compressive Sensing MRI	Jul 11, 2021	compressed sensingCompressive Sensing	CodeCode Available	0	5
Sparse Bayesian Generative Modeling for Compressive Sensing	Nov 14, 2024	Compressive SensingUncertainty Quantification	CodeCode Available	0	5
Fast Low Rank column-wise Compressive Sensing for Accelerated Dynamic MRI	Dec 19, 2022	Compressive Sensing	CodeCode Available	0	5
VideoOneNet: Bidirectional Convolutional Recurrent OneNet with Trainable Data Steps for Video Processing	Jan 1, 2020	ColorizationCompressive 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