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Image Reconstruction

Papers

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Showing 2051–2100 of 2143 papers

TitleStatusHype
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
Cross-organ all-in-one parallel compressed sensing magnetic resonance imagingCode0
Generalized Image Reconstruction over T-AlgebraCode0
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
Σ-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image ReconstructionCode0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Generalizable Learning Reconstruction for Accelerating MR Imaging via Federated Neural Architecture SearchCode0
Cross-domain heterogeneous residual network for single image super-resolutionCode0
Convolutional Recurrent Neural Networks for Dynamic MR Image ReconstructionCode0
Recurrent Spike-based Image Restoration under General IlluminationCode0
FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image SegmentationCode0
Fully Convolutional Measurement Network for Compressive Sensing Image ReconstructionCode0
Unsupervised Adversarial Image ReconstructionCode0
D-VDAMP: Denoising-based Approximate Message Passing for Compressive MRICode0
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked AutoencoderCode0
Instant Uncertainty Calibration of NeRFs Using a Meta-CalibratorCode0
Refining 3D Human Texture Estimation from a Single ImageCode0
A Cone-Beam X-Ray CT Data Collection designed for Machine LearningCode0
Transfer Learning Enhanced Generative Adversarial Networks for Multi-Channel MRI ReconstructionCode0
From voxels to pixels and back: Self-supervision in natural-image reconstruction from fMRICode0
Learning Global and Local Features of Normal Brain Anatomy for Unsupervised Abnormality DetectionCode0
An Efficient Inference Frame for SMLM (Single-Molecule Localization Microscopy)Code0
Fourier Transform Approximation as an Auxiliary Task for Image ClassificationCode0
Reinforcement Learning for Sampling on Temporal Medical Imaging SequencesCode0
A Bayesian Perspective on the Deep Image PriorCode0
Relaxometry Guided Quantitative Cardiac Magnetic Resonance Image ReconstructionCode0
A Sketching Framework for Reduced Data Transfer in Photon Counting LidarCode0
A Review of Convolutional Neural Networks for Inverse Problems in ImagingCode0
Remote Sensing Image Fusion Based on Two-stream Fusion NetworkCode0
Frequency-Supervised MR-to-CT Image SynthesisCode0
TeraVR empowers precise reconstruction of complete 3-D neuronal morphology in the whole brainCode0
Fluid registration between lung CT and stationary chest tomosynthesis imagesCode0
Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRICode0
CaCL: Class-aware Codebook Learning for Weakly Supervised Segmentation on Diffuse Image PatternsCode0
Representation Learning for Non-Melanoma Skin Cancer using a Latent AutoencoderCode0
Noisier2Inverse: Self-Supervised Learning for Image Reconstruction with Correlated NoiseCode0
Test Time Training for 4D Medical Image InterpolationCode0
Uncertainty Estimation for Computed Tomography with a Linearised Deep Image PriorCode0
A model-guided deep network for limited-angle computed tomographyCode0
A Prior-Guided Joint Diffusion Model in Projection Domain for PET Tracer ConversionCode0
Latent-space disentanglement with untrained generator networks for the isolation of different motion types in video dataCode0
A Post-Processing Tool and Feasibility Study for Three-Dimensional Imaging with Electrical Impedance Tomography During Deep Brain Stimulation SurgeryCode0
NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity mapsCode0
FlatCam: Thin, Bare-Sensor Cameras using Coded Aperture and ComputationCode0
A Conditional Denoising Diffusion Probabilistic Model for Radio Interferometric Image ReconstructionCode0
Res-U2Net: Untrained Deep Learning for Phase Retrieval and Image ReconstructionCode0
Weakly-supervised Contrastive Learning for Unsupervised Object DiscoveryCode0
Fixed-Point and Objective Convergence of Plug-and-Play AlgorithmsCode0
NPB-REC: Non-parametric Assessment of Uncertainty in Deep-learning-based MRI Reconstruction from Undersampled DataCode0
Dual CNN Models for Unsupervised Monocular Depth EstimationCode0
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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