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Image Reconstruction

Papers

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Showing 1301–1350 of 2143 papers

TitleStatusHype
Image reconstruction algorithms in radio interferometry: from handcrafted to learned regularization denoisers—0
Reconstruction Task Finds Universal Winning Tickets—0
Feature reconstruction from incomplete tomographic data without detour—0
Distortion-Aware Loop Filtering of Intra 360^o Video Coding with Equirectangular Projection—0
A Lightweight Dual-Domain Attention Framework for Sparse-View CT Reconstruction—0
Prior image-based medical image reconstruction using a style-based generative adversarial network—0
A resource-efficient deep learning framework for low-dose brain PET image reconstruction and analysis—0
Equivariance Regularization for Image Reconstruction—0
On Real-time Image Reconstruction with Neural Networks for MRI-guided Radiotherapy—0
Supervision by Denoising for Medical Image Segmentation—0
A comprehensive benchmark analysis for sand dust image reconstruction—0
Wave-Encoded Model-based Deep Learning for Highly Accelerated Imaging with Joint ReconstructionCode0
Image-to-Image MLP-mixer for Image ReconstructionCode0
GANSlider: How Users Control Generative Models for Images using Multiple Sliders with and without Feedforward Information—0
Validation and Generalizability of Self-Supervised Image Reconstruction Methods for Undersampled MRI—0
Few-shot Transfer Learning for Holographic Image Reconstruction using a Recurrent Neural Network—0
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar SystemsCode0
Sparse-view Cone Beam CT Reconstruction using Data-consistent Supervised and Adversarial Learning from Scarce Training Data—0
A Joint Morphological Profiles and Patch Tensor Change Detection for Hyperspectral Imagery—0
Virtual Coil Augmentation Technology for MR Coil Extrapolation via Deep Learning—0
Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Space—0
Neural Computed Tomography—0
Model-Based Image Signal Processors via Learnable Dictionaries—0
Iterative training of robust k-space interpolation networks for improved image reconstruction with limited scan specific training samples—0
Enhanced total variation minimization for stable image reconstruction—0
Signal Reconstruction from Quantized Noisy Samples of the Discrete Fourier Transform—0
Neural KEM: A Kernel Method with Deep Coefficient Prior for PET Image Reconstruction—0
Generative adversarial network for super-resolution imaging through a fiber—0
Semantic-Aware Auto-Encoders for Self-Supervised Representation LearningCode0
A Unifying Approach to Inverse Problems of Ultrasound Beamforming and Deconvolution—0
Self-Attention Generative Adversarial Network for Iterative Reconstruction of CT Images—0
NinjaDesc: Content-Concealing Visual Descriptors via Adversarial Learning—0
A New Image Codec Paradigm for Human and Machine Uses—0
Wasserstein Generative Learning of Conditional DistributionCode0
Supervised learning of analysis-sparsity priors with automatic differentiation—0
Automatic Multi-Class Cardiovascular Magnetic Resonance Image Quality Assessment using Unsupervised Domain Adaptation in Spatial and Frequency Domains—0
Measuring Complexity of Learning Schemes Using Hessian-Schatten Total VariationCode0
Edge-Enhanced Dual Discriminator Generative Adversarial Network for Fast MRI with Parallel Imaging Using Multi-view Information—0
Embedding Gradient-based Optimization in Image Registration NetworksCode0
Ghost Imaging Based on Recurrent Neural Network—0
Deep Auto-encoder with Neural Response—0
Multi-domain Integrative Swin Transformer network for Sparse-View Tomographic Reconstruction—0
Projected Multi-Agent Consensus Equilibrium for Ptychographic Image Reconstruction—0
An Educated Warm Start For Deep Image Prior-Based Micro CT ReconstructionCode0
Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields—0
A Probabilistic Deep Image Prior over Image Space—0
Active Restoration of Lost Audio Signals Using Machine Learning and Latent Information—0
Reference-based Magnetic Resonance Image Reconstruction Using Texture Transformer—0
Single-pass Object-adaptive Data Undersampling and Reconstruction for MRICode0
Synthesis-Guided Feature Learning for Cross-Spectral Periocular RecognitionCode0
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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