SOTAVerified

Image Reconstruction

Papers

Showing 151200 of 2143 papers

TitleStatusHype
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
Deep Bayesian InversionCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Deep learning for photoacoustic imaging: a surveyCode1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI ReconstructionCode1
E2PNet: Event to Point Cloud Registration with Spatio-Temporal Representation LearningCode1
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image ReconstructionCode1
A Neural-Network-Based Convex Regularizer for Inverse ProblemsCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
CNN-Based Image Reconstruction Method for Ultrafast Ultrasound ImagingCode1
End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure ImagesCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
Event-based visual place recognition with ensembles of temporal windowsCode1
Exact Diffusion Inversion via Bi-directional Integration ApproximationCode1
Improving generative adversarial network inversion via fine-tuning GAN encodersCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
A Decoupled Multi-Task Network for Shadow RemovalCode1
Accelerated Motion Correction with Deep Generative Diffusion ModelsCode1
fastMRI Breast: A publicly available radial k-space dataset of breast dynamic contrast-enhanced MRICode1
Compressive Spectral Image Reconstruction using Deep Prior and Low-Rank Tensor RepresentationCode1
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image ReconstructionCode1
Fourier Image TransformerCode1
GAM-Depth: Self-Supervised Indoor Depth Estimation Leveraging a Gradient-Aware Mask and Semantic ConstraintsCode1
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image EnhancementCode1
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational AutoencoderCode1
A deep network for sinogram and CT image reconstructionCode1
Gradient Origin NetworksCode1
HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large MotionsCode1
HDR image reconstruction from a single exposure using deep CNNsCode1
A Differentiable Two-stage Alignment Scheme for Burst Image Reconstruction with Large ShiftCode1
Hierarchical Latent Structure for Multi-Modal Vehicle Trajectory ForecastingCode1
Accelerated MRI with Un-trained Neural NetworksCode1
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization PerspectiveCode1
Hyperspectral Image Reconstruction via Combinatorial Embedding of Cross-Channel Spatio-Spectral CluesCode1
A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep DenoisersCode1
ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral TomographyCode1
Modeling Mask Uncertainty in Hyperspectral Image ReconstructionCode1
i-MAE: Are Latent Representations in Masked Autoencoders Linearly Separable?Code1
Image2Points:A 3D Point-based Context Clusters GAN for High-Quality PET Image ReconstructionCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
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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