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Image Reconstruction

Papers

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Showing 1901–1950 of 2143 papers

TitleStatusHype
Image Restoration using Total Variation Regularized Deep Image Prior—0
Audiovisual speaker conversion: jointly and simultaneously transforming facial expression and acoustic characteristics—0
Towards improved lossy image compression: Human image reconstruction with public-domain images—0
Convolutional Deblurring for Natural ImagingCode0
Compressed Sensing Plus Motion (CS+M): A New Perspective for Improving Undersampled MR Image Reconstruction—0
Deep learning-based super-resolution in coherent imaging systems—0
Joint bi-modal image reconstruction of DOT and XCT with an extended Mumford-Shah functional—0
Computational ghost imaging using a field-programmable gate array—0
Computationally Efficient Deep Neural Network for Computed Tomography Image Reconstruction—0
DIMENSION: Dynamic MR Imaging with Both K-space and Spatial Prior Knowledge Obtained via Multi-Supervised Network Training—0
Channel-wise and Spatial Feature Modulation Network for Single Image Super-Resolution—0
Image Reconstruction Using Deep Learning—0
An Online Plug-and-Play Algorithm for Regularized Image ReconstructionCode0
Online Adaptive Image Reconstruction (OnAIR) Using Dictionary Models—0
Geometry of Deep Learning for Magnetic Resonance Fingerprinting—0
Image computing for fibre-bundle endomicroscopy: A review—0
Task adapted reconstruction for inverse problems—0
Probabilistic Graphical Modeling approach to dynamic PET direct parametric map estimation and image reconstruction—0
Deep Boosted Regression for MR to CT Synthesis—0
Radon Inversion via Deep Learning—0
Highly Accelerated Multishot EPI through Synergistic Machine Learning and Joint Reconstruction—0
X-GANs: Image Reconstruction Made Easy for Extreme Cases—0
Semblance: A Rank-Based Kernel on Probability Spaces for Niche Detection—0
Learning monocular depth estimation with unsupervised trinocular assumptionsCode0
The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling—0
Synthesizing CT from Ultrashort Echo-Time MR Images via Convolutional Neural Networks—0
Image Reconstruction via Variational Network for Real-Time Hand-Held Sound-Speed Imaging—0
Optimal Physical Preprocessing for Example-Based Super-Resolution—0
Complex Fully Convolutional Neural Networks for MR Image Reconstruction—0
Deep Back Projection for Sparse-View CT Reconstruction—0
Learning Personalized Representation for Inverse Problems in Medical Imaging Using Deep Neural Network—0
Stability of Scattering Decoder For Nonlinear Diffractive Imaging—0
Fast CapsNet for Lung Cancer ScreeningCode0
Learning to Decode 7T-like MR Image Reconstruction from 3T MR Images—0
Real-time cryo-EM data pre-processing with WarpCode0
Image reconstruction through metamorphosis—0
Toward a Thinking Microscope: Deep Learning in Optical Microscopy and Image Reconstruction—0
Variational based Mixed Noise Removal with CNN Deep Learning Regularization—0
Fast Object Classification in Single-pixel Imaging—0
Photorealistic Image Reconstruction from Hybrid Intensity and Event based Sensor—0
Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature DecorationCode0
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass FilteringCode0
Joint CS-MRI Reconstruction and Segmentation with a Unified Deep Network—0
DeepPET: A deep encoder-decoder network for directly solving the PET reconstruction inverse problem—0
Dual CNN Models for Unsupervised Monocular Depth EstimationCode0
Supervised Convolutional Sparse Coding—0
Impact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning—0
An axially-variant kernel imaging model applied to ultrasound image reconstruction—0
Generalized Optimization of High Capacity Compressive Imaging Systems—0
Extended depth-of-field in holographic image reconstruction using deep learning based auto-focusing and phase-recovery—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