SOTAVerified

Image Reconstruction

Papers

Showing 301350 of 2143 papers

TitleStatusHype
Solving Inverse Problems With Deep Neural Networks -- Robustness Included?Code1
Adversarial Robust Training of Deep Learning MRI Reconstruction ModelsCode1
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational ImagingCode1
Face Hallucination via Split-Attention in Split-Attention NetworkCode1
XPDNet for MRI Reconstruction: an application to the 2020 fastMRI challengeCode1
Physics-based Reconstruction Methods for Magnetic Resonance ImagingCode1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
Unsupervised MRI Reconstruction with Generative Adversarial NetworksCode1
CNN-Based Image Reconstruction Method for Ultrafast Ultrasound ImagingCode1
Homotopic Gradients of Generative Density Priors for MR Image ReconstructionCode1
Learned Proximal Networks for Quantitative Susceptibility MappingCode1
Deep learning for photoacoustic imaging: a surveyCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
Self-supervised Bayesian Deep Learning for Image Recovery with Applications to Compressive SensingCode1
Active MR k-space Sampling with Reinforcement LearningCode1
Accelerated MRI with Un-trained Neural NetworksCode1
Gradient Origin NetworksCode1
HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large MotionsCode1
Joint Frequency and Image Space Learning for MRI Reconstruction and AnalysisCode1
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusionCode1
End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure ImagesCode1
Exploiting Non-Local Priors via Self-Convolution For Highly-Efficient Image RestorationCode1
Probabilistic AutoencoderCode1
Learning to do multiframe wavefront sensing unsupervisedly: applications to blind deconvolutionCode1
Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature FusionCode1
RARE: Image Reconstruction using Deep Priors Learned without Ground TruthCode1
Event-based visual place recognition with ensembles of temporal windowsCode1
On Solving SAR Imaging Inverse Problems Using Non-Convex Regularization with a Cauchy-based PenaltyCode1
Neural Head Reenactment with Latent Pose DescriptorsCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI ReconstructionCode1
In-Domain GAN Inversion for Real Image EditingCode1
EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial LearningCode1
Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based PenaltiesCode1
Benchmarking MRI Reconstruction Neural Networks on Large Public DatasetsCode1
Neural Architecture Search for Compressed Sensing Magnetic Resonance Image ReconstructionCode1
Noise2Inverse: Self-supervised deep convolutional denoising for tomographyCode1
A deep network for sinogram and CT image reconstructionCode1
Total Deep Variation for Linear Inverse ProblemsCode1
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
SoftAdapt: Techniques for Adaptive Loss Weighting of Neural Networks with Multi-Part Loss FunctionsCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Image2StyleGAN++: How to Edit the Embedded Images?Code1
Improving Sample Efficiency in Model-Free Reinforcement Learning from ImagesCode1
Perceptual Image Anomaly DetectionCode1
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image ReconstructionCode1
MRI Reconstruction Using Deep Bayesian EstimationCode1
Y-Net: A Hybrid Deep Learning Reconstruction Framework for Photoacoustic Imaging in vivoCode1
k-t NEXT: Dynamic MR Image Reconstruction Exploiting Spatio-temporal CorrelationsCode1
MIST: Multiple Instance Spatial Transformer NetworkCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Taming-VQGAN (16x16)FID3.64Unverified
2VQGAN-LC (16x16)FID2.62Unverified
3MaskGIT-VQGAN (16x16)FID2.28Unverified
4RQ-VAE (8x8x16)FID1.83Unverified
5TiTok-S-128FID1.71Unverified
6MaskBit (16x16)FID1.66Unverified
7ViT-VQGAN (16x16)FID1.28Unverified
8Open-Magvit2 (16x16)FID1.17Unverified
9Mo-VQGAN (16x16x4)FID1.12Unverified
10IBQ (16x16)FID1Unverified
#ModelMetricClaimedVerifiedStatus
1VAR (16x16)rFID9.85Unverified
2VQGAN (16x16)rFID5.95Unverified
3LlamaGen (16x16)rFID5.59Unverified
4Open-Magvit2 (16x16)rFID4.18Unverified
5MGVQ (16x16x4)rFID1.59Unverified
6SD-VAE (16x16)rFID1.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID96.31Unverified
2bFTFID74.9Unverified
3Xian et al._FID60.85Unverified
4PI-RECFID0.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID197.49Unverified
2bFTFID121.2Unverified
3Xian et al._FID44.76Unverified
4PI-RECFID0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (STFT: magnitude, L1l=1) W-ReplicateSSIM0.88Unverified
2Ours (STFT: magnitude, L1l=1) WS-ReplicateSSIM0.86Unverified
#ModelMetricClaimedVerifiedStatus
1AugVAE-SLFID3.28Unverified
2AugVAE-MLFID1.04Unverified
#ModelMetricClaimedVerifiedStatus
1bFTFID58.4Unverified
#ModelMetricClaimedVerifiedStatus
1SwinSFAverage PSNR39.61Unverified