SOTAVerified

Image Reconstruction

Papers

Showing 18011825 of 2143 papers

TitleStatusHype
Model-based Deep Medical Imaging: the roadmap of generalizing iterative reconstruction model using deep learning0
Optimization methods for MR image reconstruction (long version)0
Dynamic PET cardiac and parametric image reconstruction: a fixed-point proximity gradient approach using patch-based DCT and tensor SVD regularization0
Deep Variational Networks with Exponential Weighting for Learning Computed Tomography0
Detection and Correction of Cardiac MR Motion Artefacts during Reconstruction from K-space0
Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior0
Generative adversarial network for segmentation of motion affected neonatal brain MRI0
DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolutionCode0
Improved low-count quantitative PET reconstruction with an iterative neural networkCode0
Information Competing Process for Learning Diversified RepresentationsCode0
A new nonlocal forward model for diffuse optical tomography0
DualDis: Dual-Branch Disentangling with Adversarial LearningCode0
Two-layer Residual Sparsifying Transform Learning for Image Reconstruction0
Cascaded Generative and Discriminative Learning for Microcalcification Detection in Breast Mammograms0
Hyperspectral Image Reconstruction Using a Deep Spatial-Spectral Prior0
Joint learning of cartesian undersampling and reconstruction for accelerated MRICode0
Less Memory, Faster Speed: Refining Self-Attention Module for Image Reconstruction0
Analysis of critical parameters of satellite stereo image for 3D reconstruction and mapping0
Fidelity Imposed Network Edit (FINE) for Solving Ill-Posed Image Reconstruction0
Reconstruction-Aware Imaging System Ranking by use of a Sparsity-Driven Numerical Observer Enabled by Variational Bayesian Inference0
A Cone-Beam X-Ray CT Data Collection designed for Machine LearningCode0
Improving Discrete Latent Representations With Differentiable Approximation Bridges0
DLIMD: Dictionary Learning based Image-domain Material Decomposition for spectral CT0
Inverse Halftoning Through Structure-Aware Deep Convolutional Neural NetworksCode0
Overcoming the Disentanglement vs Reconstruction Trade-off via Jacobian SupervisionCode0
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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