SOTAVerified

Image Reconstruction

Papers

Showing 18511900 of 2143 papers

TitleStatusHype
Megapixel Photon-Counting Color Imaging using Quanta Image Sensor0
Implicit Generation and Generalization in Energy-Based ModelsCode0
Plug and play methods for magnetic resonance imaging (long version)0
Convolutional Sparse Coding for Compressed Sensing CT Reconstruction0
An Algorithm for the Visualization of Relevant Patterns in Astronomical Light Curves0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Gated Context Model with Embedded Priors for Deep Image Compression0
Dynamic Cell Imaging in PET with Optimal Transport Regularization0
Image Reconstruction from Undersampled Confocal Microscopy Data using Multiresolution Based Maximum Entropy Regularization0
Local Fourier Slice Photography0
Breast Cancer: Model Reconstruction and Image Registration from Segmented Deformed Image using Visual and Force based Analysis0
On instabilities of deep learning in image reconstruction - Does AI come at a cost?Code0
MISO: Mutual Information Loss with Stochastic Style Representations for Multimodal Image-to-Image Translation0
Empirically Accelerating Scaled Gradient Projection Using Deep Neural Network For Inverse Problems In Image Processing0
Fingerprint Recognition under Missing Image Pixels Scenario0
Robust X-ray Sparse-view Phase Tomography via Hierarchical Synthesis Convolutional Neural Networks0
f-AnoGAN: Fast Unsupervised Anomaly Detection with Generative Adversarial NetworksCode0
Compressed Domain Image Classification Using a Dynamic-Rate Neural Network0
Unsupervised Learning-based Depth Estimation aided Visual SLAM Approach0
Edge-masked CT image reconstruction from limited data0
Deep Learning for Waveform Estimation and Imaging in Passive Radar0
Biomedical Image Reconstruction: From the Foundations to Deep Neural Networks0
Graph- and finite element-based total variation models for the inverse problem in diffuse optical tomography0
Randomized Tensor Ring Decomposition and Its Application to Large-scale Data Reconstruction0
I Can See Clearly Now : Image Restoration via De-Raining0
Adaptive Image Sampling using Deep Learning and its Application on X-Ray Fluorescence Image ReconstructionCode0
Off-the-grid model based deep learning (O-MODL)0
2.5D Deep Learning for CT Image Reconstruction using a Multi-GPU implementation0
Model Based Iterative Reconstruction With Spatially Adaptive Sinogram Weights for Wide-Cone Cardiac CT0
Learning beamforming in ultrasound imaging0
Hybrid Loss for Learning Single-Image-based HDR Reconstruction0
Unsupervised Image Decomposition in Vector Layers0
Synthesis of High-Quality Visible Faces from Polarimetric Thermal Faces using Generative Adversarial Networks0
A New Variational Model for Joint Image Reconstruction and Motion Estimation in Spatiotemporal Imaging0
SANTIS: Sampling-Augmented Neural neTwork with Incoherent Structure for MR image reconstruction0
Brain Segmentation from k-space with End-to-end Recurrent Attention Network0
JSR-Net: A Deep Network for Joint Spatial-Radon Domain CT Reconstruction from incomplete data0
Machine Friendly Machine Learning: Interpretation of Computed Tomography Without Image Reconstruction0
Why Are Deep Representations Good Perceptual Quality Features?0
Beltrami-Net: Domain Independent Deep D-bar Learning for Absolute Imaging with Electrical Impedance Tomography (a-EIT)0
Image Reconstruction with Predictive Filter FlowCode0
UnDEMoN 2.0: Improved Depth and Ego Motion Estimation through Deep Image Sampling0
Automating Motion Correction in Multishot MRI Using Generative Adversarial Networks0
Edge-adaptive l2 regularization image reconstruction from non-uniform Fourier data0
Learning to synthesize: splitting and recombining low and high spatial frequencies for image recovery0
Noise- and Outlier-Resistant Tomographic Reconstruction under Unknown Viewing Parameters0
Can Deep Learning Outperform Modern Commercial CT Image Reconstruction Methods?Code0
Quaternion Convolutional Neural Networks for Heterogeneous Image ProcessingCode0
Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm0
A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image ReconstructionCode0
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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