SOTAVerified

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

Showing 151175 of 597 papers

TitleStatusHype
Monotonically Convergent Regularization by Denoising0
Image-to-Image MLP-mixer for Image ReconstructionCode0
Ensemble learning priors unfolding for scalable Snapshot Compressive SensingCode1
Two-Stage is Enough: A Concise Deep Unfolding Reconstruction Network for Flexible Video Compressive SensingCode1
Unsupervised Sparse Unmixing of Atmospheric Trace Gases from Hyperspectral Satellite Data0
Low dosage 3D volume fluorescence microscopy imaging using compressive sensing0
Generative adversarial network for super-resolution imaging through a fiber0
HLRTF: Hierarchical Low-Rank Tensor Factorization for Inverse Problems in Multi-Dimensional Imaging0
An Off-grid Compressive Sensing Strategy for the Subarray Synthesis of Non-uniform Linear Arrays0
CSformer: Bridging Convolution and Transformer for Compressive SensingCode1
Compressive Scanning Transmission Electron Microscopy0
More is Less: Inducing Sparsity via Overparameterization0
HerosNet: Hyperspectral Explicable Reconstruction and Optimal Sampling Deep Network for Snapshot Compressive ImagingCode1
γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning0
Differentiable Gaussianization Layers for Inverse Problems Regularized by Deep Generative ModelsCode0
Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser0
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image ReconstructionCode3
Moment Transform-Based Compressive Sensing in Image Processing0
Optimizing Binary Symptom Checkers via Approximate Message Passing0
C^2SP-Net: Joint Compression and Classification Network for Epilepsy Seizure Prediction0
Robust lEarned Shrinkage-Thresholding (REST): Robust unrolling for sparse recover0
PLUGIn-CS: A simple algorithm for compressive sensing with generative prior0
Memory-Augmented Deep Unfolding Network for Compressive SensingCode1
Learning a Compressive Sensing Matrix with Structural Constraints via Maximum Mean Discrepancy Optimization0
Compressive Sensing Based Adaptive Defence Against Adversarial Images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DMP-DUN-Plus (4-step)Average PSNR42.82Unverified
2AMPA-NetAverage PSNR40.32Unverified
#ModelMetricClaimedVerifiedStatus
1AMPA-NetAverage PSNR36.33Unverified
#ModelMetricClaimedVerifiedStatus
1AMPA-NetAverage PSNR35.95Unverified
#ModelMetricClaimedVerifiedStatus
1AMPA-NetAverage PSNR35.86Unverified