SOTAVerified

Image Reconstruction

Papers

Showing 14011450 of 2143 papers

TitleStatusHype
Model-based Reconstruction for Enhanced X-ray CT of Tri-structural Isotropic (TRISO) Particles0
Image Synthesis for Data Augmentation in Medical CT using Deep Reinforcement Learning0
Bayesian Imaging With Data-Driven Priors Encoded by Neural Networks: Theory, Methods, and Algorithms0
Real-Time, Deep Synthetic Aperture Sonar (SAS) Autofocus0
New Computational Techniques for a Faster Variation of BM3D Image Denoising0
Fast and High-Quality Blind Multi-Spectral Image Pansharpening0
ReconResNet: Regularised Residual Learning for MR Image Reconstruction of Undersampled Cartesian and Radial DataCode1
Fast and Accurate: Video Enhancement using Sparse Depth0
A Neural Network for SemigroupsCode0
Temporal Feature Fusion with Sampling Pattern Optimization for Multi-echo Gradient Echo Acquisition and Image Reconstruction0
Super-Resolving Beyond Satellite Hardware Using Realistically Degraded Images0
Time-Ordered Recent Event (TORE) Volumes for Event CamerasCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
Generative Transition Mechanism to Image-to-Image Translation via Encoded Transformation0
Memory-efficient Learning for High-Dimensional MRI Reconstruction0
Learning the sampling density in 2D SPARKLING MRI acquisition for optimized image reconstruction0
Neural network-based image reconstruction in swept-source optical coherence tomography using undersampled spectral data0
PET Image Reconstruction with Multiple Kernels and Multiple Kernel Space Regularizers0
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated LearningCode1
IdentityDP: Differential Private Identification Protection for Face Images0
The Property of Frequency Shift in 2D-FRFT Domain with Application to Image Encryption0
Deep learning based electrical noise removal enables high spectral optoacoustic contrast in deep tissue0
Rethinking Content and Style: Exploring Bias for Unsupervised DisentanglementCode1
Trumpets: Injective Flows for Inference and Inverse ProblemsCode1
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
A Sketching Framework for Reduced Data Transfer in Photon Counting LidarCode0
MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN0
Holographic image reconstruction with phase recovery and autofocusing using recurrent neural networks0
Measuring Robustness in Deep Learning Based Compressive SensingCode1
A Similarity-preserving Neural Network Trained on Transformed Images Recapitulates Salient Features of the Fly Motion Detection Circuit0
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
Deep Event Stereo Leveraged by Event-to-Image Translation0
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image ReconstructionCode1
Model Adaptation for Image Reconstruction using Generalized Stein's Unbiased Risk Estimator0
Reconstructing Perceptive Images from Brain Activity by Shape-Semantic GANCode1
CNN with large memory layers0
B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRICode1
Automatic Detection of Occulted Hard X-ray Flares Using Deep-Learning Methods0
AS-Net: Fast Photoacoustic Reconstruction with Multi-feature Fusion from Sparse DataCode0
Compressive Spectral Image Reconstruction using Deep Prior and Low-Rank Tensor RepresentationCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Generalized Image Reconstruction over T-AlgebraCode0
Energy-based Dropout in Restricted Boltzmann Machines: Why not go random0
GPU Acceleration for Synthetic Aperture Sonar Image Reconstruction0
A Metaheuristic-Driven Approach to Fine-Tune Deep Boltzmann Machines0
Reproducing Activation Function for Deep Learning0
UFA-FUSE: A novel deep supervised and hybrid model for multi-focus image fusion0
Learning Rotation Invariant Features for Cryogenic Electron Microscopy Image Reconstruction0
OAAE: Adversarial Autoencoders for Novelty Detection in Multi-modal Normality Case via Orthogonalized Latent Space0
A new solution to the curved Ewald sphere problem for 3D image reconstruction in electron microscopyCode0
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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