SOTAVerified

Image Reconstruction

Papers

Showing 10511100 of 2143 papers

TitleStatusHype
Localized adversarial artifacts for compressed sensing MRI0
Convolutional Dictionary Learning by End-To-End Training of Iterative Neural NetworksCode0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?0
Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT^2LR-Net)0
Adaptive Local Neighborhood-based Neural Networks for MR Image Reconstruction from Undersampled Data0
Radar Image Reconstruction from Raw ADC Data using Parametric Variational Autoencoder with Domain Adaptation0
Multiscale Voxel Based Decoding For Enhanced Natural Image Reconstruction From Brain Activity0
Image Reconstruction of Multi Branch Feature Multiplexing Fusion Network with Mixed Multi-layer Attention0
Cross-domain heterogeneous residual network for single image super-resolutionCode0
MALICE: Manipulation Attacks on Learned Image ComprEssion0
Denoising-based image reconstruction from pixels located at non-integer positions0
SiSPRNet: End-to-End Learning for Single-Shot Phase RetrievalCode1
Latent-space disentanglement with untrained generator networks for the isolation of different motion types in video dataCode0
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging0
Reliability-based Mesh-to-Grid Image Reconstruction0
A theoretical framework for self-supervised MR image reconstruction using sub-sampling via variable density Noisier2NoiseCode1
Unsupervised Learning of Depth, Camera Pose and Optical Flow from Monocular Video0
Combining Deep Learning and Adaptive Sparse Modeling for Low-dose CT Reconstruction0
Joint cardiac T_1 mapping and cardiac function estimation using a deep manifold framework0
Nonconvex L_ 1/2 -Regularized Nonlocal Self-similarity Denoiser for Compressive Sensing based CT Reconstruction0
Monitoring of Pigmented Skin Lesions Using 3D Whole Body Imaging0
A Framework for Event-based Computer Vision on a Mobile DeviceCode0
Overparameterization Improves StyleGAN Inversion0
A Memory-Efficient Dynamic Image Reconstruction Method using Neural Fields0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
On Scale Space Radon Transform, Properties and Application in CT Image Reconstruction0
Multiplexed Immunofluorescence Brain Image Analysis Using Self-Supervised Dual-Loss Adaptive Masked AutoencoderCode1
Shadow-Aware Dynamic Convolution for Shadow RemovalCode0
TransEM:Residual Swin-Transformer based regularized PET image reconstruction0
Self-supervised Deep Unrolled Reconstruction Using Regularization by Denoising0
Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray DataCode0
Data-Consistent Non-Cartesian Deep Subspace Learning for Efficient Dynamic MR Image Reconstruction0
BSRA: Block-based Super Resolution Accelerator with Hardware Efficient Pixel Attention0
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers0
A Dataset-free Deep learning Method for Low-Dose CT Image Reconstruction0
Unsupervised Spatial-spectral Hyperspectral Image Reconstruction and Clustering with Diffusion Geometry0
List-Mode PET Image Reconstruction Using Deep Image Prior0
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive TransformerCode1
Multi-scale reconstruction of undersampled spectral-spatial OCT data for coronary imaging using deep learning0
Fourier Imager Network (FIN): A deep neural network for hologram reconstruction with superior external generalization0
A Masked Image Reconstruction Network for Document-level Relation Extraction0
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake Texture Detection0
Heavy Rain Face Image Restoration: Integrating Physical Degradation Model and Facial Component Guided Adversarial Learning0
Accelerated MRI With Deep Linear Convolutional Transform Learning0
Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed SensingCode1
End-to-end Learning for Joint Depth and Image Reconstruction from Diffracted Rotation0
Utilizing variational autoencoders in the Bayesian inverse problem of photoacoustic tomography0
A Post-Processing Tool and Feasibility Study for Three-Dimensional Imaging with Electrical Impedance Tomography During Deep Brain Stimulation SurgeryCode0
Image Reconstruction for MRI using Deep CNN Priors Trained without Groundtruth0
Reconstruction of images taken by a pair of non-regular sampling sensors using correlation based matching0
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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