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Image Reconstruction

Papers

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Showing 1801–1850 of 2143 papers

TitleStatusHype
Latent Multimodal Reconstruction for Misinformation DetectionCode0
Layton: Latent Consistency Tokenizer for 1024-pixel Image Reconstruction and Generation by 256 TokensCode0
Fast Ensemble Learning Using Adversarially-Generated Restricted Boltzmann MachinesCode0
Ultrafast Cardiac Imaging Using Deep Learning For Speckle-Tracking EchocardiographyCode0
A Plug-and-Play Method for Rare Human-Object Interactions Detection by Bridging Domain GapCode0
Overcoming the Disentanglement vs Reconstruction Trade-off via Jacobian SupervisionCode0
Joint Reconstruction and Spatial Super-Resolution of Hyper-Spectral CTIS Images via Multi-Scale RefinementCode0
Ultrasound Imaging based on the Variance of a Diffusion Restoration ModelCode0
SAGAN: Adversarial Spatial-asymmetric Attention for Noisy Nona-Bayer ReconstructionCode0
Convolutional Analysis Operator Learning by End-To-End Training of Iterative Neural NetworksCode0
OWT: A Foundational Organ-Wise Tokenization Framework for Medical ImagingCode0
J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and ReconstructionCode0
A Framework for Event-based Computer Vision on a Mobile DeviceCode0
Learned Image Compression and Restoration for Digital PathologyCode0
Parallel-beam X-ray CT datasets of apples with internal defects and label balancing for machine learningCode0
Iterative PET Image Reconstruction Using Convolutional Neural Network RepresentationCode0
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction ApproachCode0
Dirty Pixels: Towards End-to-End Image Processing and PerceptionCode0
Iterative Optimal Attention and Local Model for Single Image Rain Streak RemovalCode0
An Educated Warm Start For Deep Image Prior-Based Micro CT ReconstructionCode0
IRIS: A Bayesian Approach for Image Reconstruction in Radio Interferometry with expressive Score-Based priorsCode0
Investigating the use of publicly available natural videos to learn Dynamic MR image reconstructionCode0
Learning a Variational Network for Reconstruction of Accelerated MRI DataCode0
Partition Speeds Up Learning Implicit Neural Representations Based on Exponential-Increase HypothesisCode0
Fast CapsNet for Lung Cancer ScreeningCode0
Learning-based sound speed estimation and aberration correction in linear-array photoacoustic imagingCode0
Sampling possible reconstructions of undersampled acquisitions in MR imagingCode0
Learning Deep Representations Using Convolutional Auto-encoders with Symmetric Skip ConnectionsCode0
Learning Disentangled Representations via Mutual Information EstimationCode0
Joint learning of cartesian undersampling and reconstruction for accelerated MRICode0
Adversarial Robustness of MR Image Reconstruction under Realistic PerturbationsCode0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
An unsupervised method for MRI recovery: Deep image prior with structured sparsityCode0
Blind Primed Supervised (BLIPS) Learning for MR Image ReconstructionCode0
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution NetworkCode0
Scaling Laws For Deep Learning Based Image ReconstructionCode0
Robust Physics-based Deep MRI Reconstruction Via Diffusion PurificationCode0
Learning monocular depth estimation with unsupervised trinocular assumptionsCode0
Convergence Properties of Score-Based Models for Linear Inverse Problems Using Graduated OptimisationCode0
Learning of Patch-Based Smooth-Plus-Sparse Models for Image ReconstructionCode0
Bigger Isn't Always Better: Towards a General Prior for Medical Image ReconstructionCode0
Image Reconstruction via Deep Image Prior SubspacesCode0
Perspective-Equivariance for Unsupervised Imaging with Camera GeometryCode0
Learning Representations for Clustering via Partial Information Discrimination and Cross-Level InteractionCode0
Invert to Learn to InvertCode0
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI ReconstructionCode0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
VIDOSAT: High-dimensional Sparsifying Transform Learning for Online Video DenoisingCode0
Differentiable Uncalibrated ImagingCode0
Learning Task-Specific Strategies for Accelerated MRICode0
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All datasetsImageNetUltra-High Resolution Image Reconstruction BenchmarkEdge-to-HandbagsEdge-to-ShoesAudio SetImageNet 256x256Edge-to-ClothesSpike-X4K

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Taming-VQGAN (16x16)FID3.64—Unverified
2VQGAN-LC (16x16)FID2.62—Unverified
3MaskGIT-VQGAN (16x16)FID2.28—Unverified
4RQ-VAE (8x8x16)FID1.83—Unverified
5TiTok-S-128FID1.71—Unverified
6MaskBit (16x16)FID1.66—Unverified
7ViT-VQGAN (16x16)FID1.28—Unverified
8Open-Magvit2 (16x16)FID1.17—Unverified
9Mo-VQGAN (16x16x4)FID1.12—Unverified
10IBQ (16x16)FID1—Unverified
#ModelMetricClaimedVerifiedStatus
1VAR (16x16)rFID9.85—Unverified
2VQGAN (16x16)rFID5.95—Unverified
3LlamaGen (16x16)rFID5.59—Unverified
4Open-Magvit2 (16x16)rFID4.18—Unverified
5MGVQ (16x16x4)rFID1.59—Unverified
6SD-VAE (16x16)rFID1.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID96.31—Unverified
2bFTFID74.9—Unverified
3Xian et al._FID60.85—Unverified
4PI-RECFID0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID197.49—Unverified
2bFTFID121.2—Unverified
3Xian et al._FID44.76—Unverified
4PI-RECFID0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (STFT: magnitude, L1l=1) W-ReplicateSSIM0.88—Unverified
2Ours (STFT: magnitude, L1l=1) WS-ReplicateSSIM0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1AugVAE-SLFID3.28—Unverified
2AugVAE-MLFID1.04—Unverified
#ModelMetricClaimedVerifiedStatus
1bFTFID58.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinSFAverage PSNR39.61—Unverified