SOTAVerified

Image Reconstruction

Papers

Showing 17011750 of 2143 papers

TitleStatusHype
Harnessing Sparsity over the Continuum: Atomic Norm Minimization for Super Resolution0
Joint Face Super-Resolution and Deblurring Using a Generative Adversarial Network0
Advanced Variations of Two-Dimensional Principal Component Analysis for Face Recognition0
Neural Networks-based Regularization for Large-Scale Medical Image Reconstruction0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Surface HOF: Surface Reconstruction from a Single Image Using Higher Order Function Networks0
Penalized-likelihood PET Image Reconstruction Using 3D Structural Convolutional Sparse Coding0
Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction0
A hierarchical approach to deep learning and its application to tomographic reconstruction0
Image Processing Using Multi-Code GAN PriorCode0
RODEO: Robust DE-aliasing autoencOder for Real-time Medical Image Reconstruction0
Σ-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image ReconstructionCode0
Learning Disentangled Representations via Mutual Information EstimationCode0
Deep Efficient End-to-end Reconstruction (DEER) Network for Few-view Breast CT Image ReconstructionCode0
Learning to Super Resolve Intensity Images from EventsCode0
EventGAN: Leveraging Large Scale Image Datasets for Event CamerasCode0
Pyramid Convolutional RNN for MRI Image Reconstruction0
Implicit Generation and Modeling with Energy Based ModelsCode0
A Similarity-preserving Network Trained on Transformed Images Recapitulates Salient Features of the Fly Motion Detection Circuit0
Efficient characterization of electrically evoked responses for neural interfacesCode0
Texture Hallucination for Large-Factor Painting Super-Resolution0
Bat-G net: Bat-inspired High-Resolution 3D Image Reconstruction using Ultrasonic Echoes0
Learning from Irregularly Sampled Data for Endomicroscopy Super-resolution: A Comparative Study of Sparse and Dense Approaches0
SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations0
Compressed MRI Reconstruction Exploiting a Rotation-Invariant Total Variation DiscretizationCode0
Invert to Learn to InvertCode0
Microscopy Image Restoration with Deep Wiener-Kolmogorov filtersCode0
Two-stage dimension reduction for noisy high-dimensional images and application to Cryogenic Electron Microscopy0
Unsupervised Object Segmentation with Explicit Localization Module0
Optimal Sampling & Reconstruction: Theory and Applications0
Distributed Iterative CT Reconstruction using Multi-Agent Consensus Equilibrium0
Sibling Neural Estimators: Improving Iterative Image Decoding with Gradient Communication0
Extra Proximal-Gradient Inspired Non-local Network0
Accelerating cardiac cine MRI using a deep learning-based ESPIRiT reconstruction0
Deep Encoder-decoder Adversarial Reconstruction (DEAR) Network for 3D CT from Few-view Data0
Recursive Filter for Space-Variant Variance Reduction0
Limited View and Sparse Photoacoustic Tomography for Neuroimaging with Deep Learning0
Disentangle, align and fuse for multimodal and semi-supervised image segmentationCode0
Joint Demosaicing and Super-Resolution (JDSR): Network Design and Perceptual Optimization0
J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and ReconstructionCode0
Dual-domain Cascade of U-nets for Multi-channel Magnetic Resonance Image Reconstruction0
Deep Learning for space-variant deconvolution in galaxy surveys0
On the Benefit of Adversarial Training for Monocular Depth EstimationCode0
SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction0
Uncertainty Quantification with Generative ModelsCode0
Wasserstein GANs for MR Imaging: from Paired to Unpaired Training0
Regularized Sparse Gaussian Processes0
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation0
Improved Material Decomposition with a Two-step Regularization for spectral CT0
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion0
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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