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
Accelerated Motion Correction with Deep Generative Diffusion ModelsCode1
A Decoupled Multi-Task Network for Shadow RemovalCode1
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
fastMRI: An Open Dataset and Benchmarks for Accelerated MRICode1
Feature-Style Encoder for Style-Based GAN InversionCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
Adversarial Robust Training of Deep Learning MRI Reconstruction ModelsCode1
Fourier Image TransformerCode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
EAGLE: An Edge-Aware Gradient Localization Enhanced Loss for CT Image ReconstructionCode1
3D GAN Inversion with Pose OptimizationCode1
Hierarchical Amortized Training for Memory-efficient High Resolution 3D GANCode1
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve EstimationCode1
DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised h-transformCode1
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
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational ImagingCode1
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
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image ReconstructionCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
Deep Physics-Guided Unrolling Generalization for Compressed SensingCode1
Deep learning for photoacoustic imaging: a surveyCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Deep, Deep Learning with BARTCode1
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
E-Calib: A Fast, Robust and Accurate Calibration Toolbox for Event CamerasCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based PenaltiesCode1
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI ReconstructionCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
Compressive Spectral Image Reconstruction using Deep Prior and Low-Rank Tensor RepresentationCode1
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusionCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
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