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Image Reconstruction

Papers

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Showing 776–800 of 2143 papers

TitleStatusHype
A Geometry-Informed Deep Learning Framework for Ultra-Sparse 3D Tomographic Image Reconstruction—0
A Comparative Study of Variational Autoencoders, Normalizing Flows, and Score-based Diffusion Models for Electrical Impedance Tomography—0
Data augmentation for deep learning based accelerated MRI reconstruction—0
Data and Image Prior Integration for Image Reconstruction Using Consensus Equilibrium—0
A Self-supervised Diffusion Bridge for MRI Reconstruction—0
Is Differentiable Architecture Search truly a One-Shot Method?—0
DARCS: Memory-Efficient Deep Compressed Sensing Reconstruction for Acceleration of 3D Whole-Heart Coronary MR Angiography—0
A self-supervised cyclic neural-analytic approach for novel view synthesis and 3D reconstruction—0
A Generalized Kernel Risk Sensitive Loss for Robust Two-Dimensional Singular Value Decomposition—0
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake Texture Detection—0
Cycle Contrastive Adversarial Learning for Unsupervised image Deraining—0
A self-adapting super-resolution structures framework for automatic design of GAN—0
Cycle-Constrained Adversarial Denoising Convolutional Network for PET Image Denoising: Multi-Dimensional Validation on Large Datasets with Reader Study and Real Low-Dose Data—0
Parallel Diffusion Model-based Sparse-view Cone-beam Breast CT—0
Artificial Intelligence in PET: an Industry Perspective—0
MCU-Net: A Multi-prior Collaborative Deep Unfolding Network with Gates-controlled Spatial Attention for Accelerated MR Image Reconstruction—0
3D GAN Inversion with Facial Symmetry Prior—0
StoDIP: Efficient 3D MRF image reconstruction with deep image priors and stochastic iterations—0
DirectPET: Full Size Neural Network PET Reconstruction from Sinogram Data—0
CTLformer: A Hybrid Denoising Model Combining Convolutional Layers and Self-Attention for Enhanced CT Image Reconstruction—0
CT Image Reconstruction in a Low Dimensional Manifold—0
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance—0
CSTNet: A Dual-Branch Convolutional Network for Imaging of Reactive Flows using Chemical Species Tomography—0
CSI2Image: Image Reconstruction from Channel State Information Using Generative Adversarial Networks—0
Artificial Intelligence Augmented Medical Imaging Reconstruction in Radiation Therapy—0
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All datasetsImageNetUltra-High Resolution Image Reconstruction BenchmarkEdge-to-HandbagsEdge-to-ShoesAudio SetImageNet 256x256Edge-to-ClothesSpike-X4K

Benchmark Results

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