SOTAVerified

Image Reconstruction

Papers

Showing 15511600 of 2143 papers

TitleStatusHype
Entropy-Based Doppler Centroid Estimation and Speckle Noise Reduction for Spaceborne SAR Imaging0
Homotopic Gradients of Generative Density Priors for MR Image ReconstructionCode1
Performance characterization of a novel deep learning-based MR image reconstruction pipeline0
Real-Time Cardiac Cine MRI with Residual Convolutional Recurrent Neural Network0
TextureWGAN: Texture Preserving WGAN with MLE Regularizer for Inverse Problems0
Learned Proximal Networks for Quantitative Susceptibility MappingCode1
3D FLAT: Feasible Learned Acquisition Trajectories for Accelerated MRICode0
CG-SENSE revisited: Results from the first ISMRM reproducibility challenge0
A model-guided deep network for limited-angle computed tomographyCode0
Deep learning for photoacoustic imaging: a surveyCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
Stabilizing Deep Tomographic Reconstruction0
Deep Parallel MRI Reconstruction Network Without Coil SensitivitiesCode0
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data0
The pursuit of beauty: Converting image labels to meaningful vectors0
Physics-based Feature Dehazing Networks0
3PointTM: Faster Measurement of High-Dimensional Transmission Matrices0
Dynamic Low-light Imaging with Quanta Image Sensors0
Self-supervised Bayesian Deep Learning for Image Recovery with Applications to Compressive SensingCode1
On the unreasonable effectiveness of CNNs0
Image-Based Benchmarking and Visualization for Large-Scale Global Optimization0
Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction0
Active MR k-space Sampling with Reinforcement LearningCode1
Unified cross-modality feature disentangler for unsupervised multi-domain MRI abdomen organs segmentation0
DDR-ID: Dual Deep Reconstruction Networks Based Image Decomposition for Anomaly Detection0
Learning Geometry-Dependent and Physics-Based Inverse Image Reconstruction0
Dynamic Low-light Imaging with Quanta Image Sensors0
Accelerated FBP for computed tomography image reconstruction0
Deep Network Interpolation for Accelerated Parallel MR Image Reconstruction0
AutoTrajectory: Label-free Trajectory Extraction and Prediction from Videos using Dynamic Points0
Unsupervised CT Metal Artifact Learning using Attention-guided beta-CycleGAN0
Gradient Origin NetworksCode1
Accelerated MRI with Un-trained Neural NetworksCode1
Compressible Latent-Space Invertible Networks for Generative Model-Constrained Image Reconstruction0
Deep image prior for 3D magnetic particle imaging: A quantitative comparison of regularization techniques on Open MPI dataset0
HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large MotionsCode1
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusionCode1
Joint Frequency and Image Space Learning for MRI Reconstruction and AnalysisCode1
Progressive Tandem Learning for Pattern Recognition with Deep Spiking Neural Networks0
Image Analysis Based on Nonnegative/Binary Matrix Factorization0
Needle tip force estimation by deep learning from raw spectral OCT data0
End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure ImagesCode1
Training Variational Networks with Multi-Domain Simulations: Speed-of-Sound Image Reconstruction0
Set Based Stochastic Subsampling0
Exploiting Non-Local Priors via Self-Convolution For Highly-Efficient Image RestorationCode1
MRI Image Reconstruction via Learning Optimization Using Neural ODEs0
Generative Patch Priors for Practical Compressive Image RecoveryCode0
Go with the Flow: Adaptive Control for Neural ODEs0
Noise2Inpaint: Learning Referenceless Denoising by Inpainting Unrolling0
Cogradient Descent for Bilinear Optimization0
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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