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Image Reconstruction

Papers

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Showing 1801–1850 of 2143 papers

TitleStatusHype
Two-layer Residual Sparsifying Transform Learning for Image Reconstruction—0
Cascaded Generative and Discriminative Learning for Microcalcification Detection in Breast Mammograms—0
Hyperspectral Image Reconstruction Using a Deep Spatial-Spectral Prior—0
Joint learning of cartesian undersampling and reconstruction for accelerated MRICode0
Less Memory, Faster Speed: Refining Self-Attention Module for Image Reconstruction—0
Fidelity Imposed Network Edit (FINE) for Solving Ill-Posed Image Reconstruction—0
Analysis of critical parameters of satellite stereo image for 3D reconstruction and mapping—0
Reconstruction-Aware Imaging System Ranking by use of a Sparsity-Driven Numerical Observer Enabled by Variational Bayesian Inference—0
A Cone-Beam X-Ray CT Data Collection designed for Machine LearningCode0
Improving Discrete Latent Representations With Differentiable Approximation Bridges—0
DLIMD: Dictionary Learning based Image-domain Material Decomposition for spectral CT—0
Inverse Halftoning Through Structure-Aware Deep Convolutional Neural NetworksCode0
Multi-level Encoder-Decoder Architectures for Image Restoration—0
Overcoming the Disentanglement vs Reconstruction Trade-off via Jacobian SupervisionCode0
Unsupervised Adversarial Image ReconstructionCode0
MANIFOLDNET: A DEEP NEURAL NETWORK FOR MANIFOLD-VALUED DATA—0
PYRO-NN: Python Reconstruction Operators in Neural NetworksCode0
Lifting AutoEncoders: Unsupervised Learning of a Fully-Disentangled 3D Morphable Model using Deep Non-Rigid Structure from Motion—0
CED: Color Event Camera Dataset—0
Generating Training Data for Denoising Real RGB Images via Camera Pipeline SimulationCode0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
A Bayesian Perspective on the Deep Image PriorCode0
Computational distributed fiber-optic sensing—0
Variational Inference for Computational Imaging Inverse Problems—0
Scanner Invariant Representations for Diffusion MRI Harmonization—0
Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep LearningCode0
End-to-End Learning-Based Ultrasound Reconstruction—0
Controlling Neural Networks via Energy Dissipation—0
Accurate and Fast reconstruction of Porous Media from Extremely Limited Information Using Conditional Generative Adversarial Network—0
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning—0
Scene Graph Generation with External Knowledge and Image Reconstruction—0
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction—0
Imaging cytometry without image reconstruction (ghost cytometry)—0
Single-pixel imaging with origami pattern construction—0
Transform Learning for Magnetic Resonance Image Reconstruction: From Model-based Learning to Building Neural Networks—0
PI-REC: Progressive Image Reconstruction Network With Edge and Color DomainCode0
Color Filter Arrays for Quanta Image Sensors—0
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution NetworkCode0
Megapixel Photon-Counting Color Imaging using Quanta Image Sensor—0
Convolutional Sparse Coding for Compressed Sensing CT Reconstruction—0
Implicit Generation and Generalization in Energy-Based ModelsCode0
Plug and play methods for magnetic resonance imaging (long version)—0
An Algorithm for the Visualization of Relevant Patterns in Astronomical Light Curves—0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Gated Context Model with Embedded Priors for Deep Image Compression—0
Dynamic Cell Imaging in PET with Optimal Transport Regularization—0
Image Reconstruction from Undersampled Confocal Microscopy Data using Multiresolution Based Maximum Entropy Regularization—0
Local Fourier Slice Photography—0
Breast Cancer: Model Reconstruction and Image Registration from Segmented Deformed Image using Visual and Force based Analysis—0
On instabilities of deep learning in image reconstruction - Does AI come at a cost?Code0
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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