SOTAVerified

Image Reconstruction

Papers

Showing 14511500 of 2143 papers

TitleStatusHype
Fast Ensemble Learning Using Adversarially-Generated Restricted Boltzmann MachinesCode0
A Hybrid Frequency-Spatial Domain Model for Sparse Image Reconstruction in Scanning Transmission Electron MicroscopyCode0
NeuSpike-Net: High Speed Video Reconstruction via Bio-Inspired Neuromorphic Cameras0
Road Anomaly Detection by Partial Image Reconstruction With Segmentation CouplingCode1
Event Stream Super-Resolution via Spatiotemporal Constraint Learning0
Empirical Studies on the Convergence of Feature Spaces in Deep Learning0
Data augmentation for deep learning based accelerated MRI reconstruction0
Private Image Reconstruction from System Side Channels Using Generative ModelsCode0
Sparse Recovery via Bootstrapping: Collaborative or Independent?0
Visibility Interpolation in Solar Hard X-ray Imaging: Application to RHESSI and STIX0
Parallel-beam X-ray CT datasets of apples with internal defects and label balancing for machine learningCode0
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
Deep learning-based virtual refocusing of images using an engineered point-spread function0
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
Taming Transformers for High-Resolution Image SynthesisCode1
SAR Image Autofocusing using Wirtinger calculus and Cauchy regularization0
Deep learning for fast MR imaging: a review for learning reconstruction from incomplete k-space data0
Reconstructing unseen modalities and pathology with an efficient Recurrent Inference Machine0
Uncalibrated Neural Inverse Rendering for Photometric Stereo of General Surfaces0
Results of the 2020 fastMRI Challenge for Machine Learning MR Image ReconstructionCode1
Machine Learning in Magnetic Resonance Imaging: Image Reconstruction0
Color Image Restoration Exploiting Inter-channel Correlation with a 3-stage CNNCode0
Bayesian Image Reconstruction using Deep Generative ModelsCode1
Robustness Investigation on Deep Learning CT Reconstruction for Real-Time Dose Optimization0
A Jointed Feature Fusion Framework for Photoacoustic Reconstruction0
An Improved Iterative Neural Network for High-Quality Image-Domain Material Decomposition in Dual-Energy CT0
On hallucinations in tomographic image reconstructionCode0
Unpaired Image-to-Image Translation via Latent Energy TransportCode1
Sparse-View Spectral CT Reconstruction Using Deep Learning0
Model Adaptation for Inverse Problems in Imaging0
Automated Prostate Cancer Diagnosis Based on Gleason Grading Using Convolutional Neural Network0
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
Towards Fast and Light-Weight Restoration of Dark Images0
Association: Remind Your GAN not to Forget0
Photoacoustic Reconstruction Using Sparsity in Curvelet Frame: Image versus Data DomainCode0
Joint Reconstruction and Calibration using Regularization by Denoising0
Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto SurfacesCode1
Learning Multiscale Convolutional Dictionaries for Image ReconstructionCode1
Spatiotemporal Imaging with Diffeomorphic Optimal Transportation0
Cost-Effective Quasi-Parallel Sensing Instrumentation for Industrial Chemical Species Tomography0
DeepPhaseCut: Deep Relaxation in Phase for Unsupervised Fourier Phase Retrieval0
Deep Snapshot HDR Imaging Using Multi-Exposure Color Filter Array0
Dual Contradistinctive Generative Autoencoder0
Quantifying Sources of Uncertainty in Deep Learning-Based Image Reconstruction0
Deep convolutional neural network compression via coupled tensor decompositionCode0
Shared Prior Learning of Energy-Based Models for Image Reconstruction0
Noise Conscious Training of Non Local Neural Network powered by Self Attentive Spectral Normalized Markovian Patch GAN for Low Dose CT DenoisingCode1
Two-dimensional Bhattacharyya bound linear discriminant analysis with its applications0
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil ConfigurationsCode0
Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern0
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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