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Image Reconstruction

Papers

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Showing 2001–2050 of 2143 papers

TitleStatusHype
Global Sensing and Measurements Reuse for Image Compressed SensingCode0
AS-Net: Fast Photoacoustic Reconstruction with Multi-feature Fusion from Sparse DataCode0
Single-pass Object-adaptive Data Undersampling and Reconstruction for MRICode0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
Efficient Progressive Image Compression with Variance-aware MaskingCode0
Chasing Better Deep Image Priors between Over- and Under-parameterizationCode0
Synthesis-Guided Feature Learning for Cross-Spectral Periocular RecognitionCode0
Motion Compensated Dynamic MRI Reconstruction with Local Affine Optical Flow EstimationCode0
Efficient characterization of electrically evoked responses for neural interfacesCode0
DualDis: Dual-Branch Disentangling with Adversarial LearningCode0
unMORE: Unsupervised Multi-Object Segmentation via Center-Boundary ReasoningCode0
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera PoseCode0
Real-time cryo-EM data pre-processing with WarpCode0
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited DataCode0
Deep Equilibrium Learning of Explicit Regularizers for Imaging Inverse ProblemsCode0
Deep Efficient End-to-end Reconstruction (DEER) Network for Few-view Breast CT Image ReconstructionCode0
Real-Time Frequency Selective Reconstruction through Register-Based Argmax CalculationCode0
Generative Patch Priors for Practical Compressive Image RecoveryCode0
MRI Recovery with Self-Calibrated Denoisers without Fully-Sampled DataCode0
Generative Model-Driven Synthetic Training Image Generation: An Approach to Cognition in Rail Defect DetectionCode0
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold RegularisationCode0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
Physics-informed generative real-time lens-free imagingCode0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil ConfigurationsCode0
USP-Gaussian: Unifying Spike-based Image Reconstruction, Pose Correction and Gaussian SplattingCode0
Generating Training Data for Denoising Real RGB Images via Camera Pipeline SimulationCode0
Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep LearningCode0
Deep convolutional neural network compression via coupled tensor decompositionCode0
General Phase Regularized Reconstruction using Phase CyclingCode0
A Neural Network for SemigroupsCode0
Slicing the Gaussian Mixture Wasserstein DistanceCode0
Efficient and accurate inversion of multiple scattering with deep learningCode0
Generalizing Supervised Deep Learning MRI Reconstruction to Multiple and Unseen Contrasts using Meta-Learning HypernetworksCode0
DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolutionCode0
Multi PILOT: Learned Feasible Multiple Acquisition Trajectories for Dynamic MRICode0
EEG-ImageNet: An Electroencephalogram Dataset and Benchmarks with Image Visual Stimuli of Multi-Granularity LabelsCode0
Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion modelsCode0
SMUG: Towards robust MRI reconstruction by smoothed unrollingCode0
Can Deep Learning Outperform Modern Commercial CT Image Reconstruction Methods?Code0
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI ReconstructionCode0
Targeted Image Reconstruction by Sampling Pre-trained Diffusion ModelCode0
Decoding fMRI Data into Captions using Prefix Language ModelingCode0
Cross Spectral Image Reconstruction Using a Deep Guided Neural NetworkCode0
Multi-Task-oriented Nighttime Haze Imaging Enhancer for Vision-driven Measurement SystemsCode0
Multi-view Gradient Consistency for SVBRDF Estimation of Complex Scenes under Natural IlluminationCode0
Training Auto-encoder-based Optimizers for Terahertz Image ReconstructionCode0
Generalized Least Squares Kernelized Tensor FactorizationCode0
Lightweight Deep Learning Framework for Accurate Particle Flow Energy ReconstructionCode0
Reconstruction of three-dimensional porous media using generative adversarial neural networksCode0
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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