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Image Reconstruction

Papers

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Showing 1751–1800 of 2143 papers

TitleStatusHype
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion—0
Deep learning within a priori temporal feature spaces for large-scale dynamic MR image reconstruction: Application to 5-D cardiac MR Multitasking—0
CIIDefence: Defeating Adversarial Attacks by Fusing Class-Specific Image Inpainting and Image Denoising—0
Computational Hyperspectral Imaging Based on Dimension-Discriminative Low-Rank Tensor Recovery—0
Hyperspectral Image Reconstruction Using Deep External and Internal Learning—0
Dynamic PET Image Reconstruction Using Nonnegative Matrix Factorization Incorporated With Deep Image Prior—0
Facial Expression Recognition Using Disentangled Adversarial Learning—0
Learning to Have an Ear for Face Super-Resolution—0
Deep-learning-based Breast CT for Radiation Dose Reduction—0
Data consistency networks for (calibration-less) accelerated parallel MR image reconstruction—0
Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior"—0
MIST: Multiple Instance Spatial Transformer Networks—0
pISTA-SENSE-ResNet for Parallel MRI Reconstruction—0
Model-Based and Data-Driven Strategies in Medical Image Computing—0
Infusing Learned Priors into Model-Based Multispectral Imaging—0
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRICode0
JSI-GAN: GAN-Based Joint Super-Resolution and Inverse Tone-Mapping with Pixel-Wise Task-Specific Filters for UHD HDR VideoCode0
Inducing Hierarchical Compositional Model by Sparsifying Generator Network—0
Faster and Accurate Classification for JPEG2000 Compressed Images in Networked Applications—0
Deep Plug-and-Play Prior for Parallel MRI Reconstruction—0
Improving Self-Supervised Single View Depth Estimation by Masking OcclusionCode0
Real-time interactive magnetic resonance (MR) temperature imaging in both aqueous and adipose tissues using cascaded deep neural networks for MR-guided focused ultrasound surgery (MRgFUS)—0
Self-supervised Recurrent Neural Network for 4D Abdominal and In-utero MR Imaging—0
Accelerated Motion-Aware MR Imaging via Motion Prediction from K-Space Center—0
Machine-learning enables Image Reconstruction and Classification in a "see-through" camera—0
Joint Motion Estimation and Segmentation from Undersampled Cardiac MR Image—0
Fully Automated Image De-fencing using Conditional Generative Adversarial Networks—0
DirectPET: Full Size Neural Network PET Reconstruction from Sinogram Data—0
Breast Ultrasound Computer-Aided Diagnosis Using Structure-Aware Triplet Path Networks—0
Manifold Modeling in Embedded Space: A Perspective for Interpreting Deep Image PriorCode0
Model Learning: Primal Dual Networks for Fast MR imaging—0
BCD-Net for Low-dose CT Reconstruction: Acceleration, Convergence, and Generalization—0
TeraVR empowers precise reconstruction of complete 3-D neuronal morphology in the whole brainCode0
Inertial nonconvex alternating minimizations for the image deblurring—0
Compressing deep quaternion neural networks with targeted regularization—0
A New Recurrent Plug-and-Play Prior Based on the Multiple Self-Similarity Network—0
Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks—0
Momentum-Net: Fast and convergent iterative neural network for inverse problems—0
A Convolutional Forward and Back-Projection Model for Fan-Beam Geometry—0
Deep learning-based color holographic microscopy—0
Fully Convolutional Network for Removing DCT Artefacts From Images—0
A Comparison of Super-Resolution and Nearest Neighbors Interpolation Applied to Object Detection on Satellite Data—0
Distilling with Residual Network for Single Image Super Resolution—0
From voxels to pixels and back: Self-supervision in natural-image reconstruction from fMRICode0
Learning with Known Operators reduces Maximum Training Error Bounds—0
Semi-supervised Image Attribute Editing using Generative Adversarial Networks—0
Training Auto-encoder-based Optimizers for Terahertz Image ReconstructionCode0
Dual Network Architecture for Few-view CT -- Trained on ImageNet Data and Transferred for Medical Imaging—0
Reconstructing Perceived Images from Brain Activity by Visually-guided Cognitive Representation and Adversarial Learning—0
A Review on Deep Learning in Medical Image Reconstruction—0
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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