SOTAVerified

Image Reconstruction

Papers

Showing 101150 of 2143 papers

TitleStatusHype
Event-based visual place recognition with ensembles of temporal windowsCode1
EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial LearningCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
A Decoupled Multi-Task Network for Shadow RemovalCode1
fastMRI: An Open Dataset and Benchmarks for Accelerated MRICode1
fastMRI Breast: A publicly available radial k-space dataset of breast dynamic contrast-enhanced MRICode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
Adversarial Robust Training of Deep Learning MRI Reconstruction ModelsCode1
GAM-Depth: Self-Supervised Indoor Depth Estimation Leveraging a Gradient-Aware Mask and Semantic ConstraintsCode1
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
E2PNet: Event to Point Cloud Registration with Spatio-Temporal Representation LearningCode1
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational ImagingCode1
HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large MotionsCode1
3D GAN Inversion with Pose OptimizationCode1
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
A Neural-Network-Based Convex Regularizer for Inverse ProblemsCode1
High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve EstimationCode1
Deep Physics-Guided Unrolling Generalization for Compressed SensingCode1
Homotopic Gradients of Generative Density Priors for MR Image ReconstructionCode1
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization PerspectiveCode1
Human Pose Manipulation and Novel View Synthesis using Differentiable RenderingCode1
IDF-CR: Iterative Diffusion Process for Divide-and-Conquer Cloud Removal in Remote-sensing ImagesCode1
DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised h-transformCode1
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
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image ReconstructionCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Deep learning for photoacoustic imaging: a surveyCode1
Deep, Deep Learning with BARTCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
EAGLE: An Edge-Aware Gradient Localization Enhanced Loss for CT Image ReconstructionCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based PenaltiesCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
Computing Multiple Image Reconstructions with a Single HypernetworkCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
CNN-Based Image Reconstruction Method for Ultrafast Ultrasound ImagingCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI ReconstructionCode1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational AutoencoderCode1
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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