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Image Reconstruction

Papers

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Showing 1351–1400 of 2143 papers

TitleStatusHype
End-to-End Neuro-Symbolic Architecture for Image-to-Image Reasoning Tasks—0
Hierarchical Temperature Imaging Using Pseudo-Inversed Convolutional Neural Network Aided TDLAS Tomography—0
Spline Positional Encoding for Learning 3D Implicit Signed Distance FieldsCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
Compressed Sensing for Photoacoustic Computed Tomography Using an Untrained Neural Network—0
Structurally Adaptive Multi-Derivative Regularization for Image Recovery from Sparse Fourier Samples—0
How to Calibrate Your Event CameraCode1
MMV-Net: A Multiple Measurement Vector Network for Multi-frequency Electrical Impedance Tomography—0
A Geometry-Informed Deep Learning Framework for Ultra-Sparse 3D Tomographic Image Reconstruction—0
Generalized Hessian-Schatten Norm Regularization for Image Reconstruction—0
Robust Principal Component Analysis Using a Novel Kernel Related with the L1-Norm—0
Towards Low-Photon Nanoscale Imaging: Holographic Phase Retrieval via Maximum Likelihood Optimization—0
Joint Calibrationless Reconstruction and Segmentation of Parallel MRI—0
Transfer Learning Enhanced Generative Adversarial Networks for Multi-Channel MRI ReconstructionCode0
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement—0
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial TransformersCode1
Quantized Proximal Averaging Network for Analysis Sparse Coding—0
DONet: Dual-Octave Network for Fast MR Image Reconstruction—0
Robust Training Using Natural Transformation—0
Truly shift-equivariant convolutional neural networks with adaptive polyphase upsamplingCode1
Model reduction in acoustic inversion by artificial neural network—0
ODDObjects: A Framework for Multiclass Unsupervised Anomaly Detection on Masked ObjectsCode0
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
Fixed-Point and Objective Convergence of Plug-and-Play AlgorithmsCode0
Shadow Neural Radiance Fields for Multi-view Satellite PhotogrammetryCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
A Two-stage Deep Network for High Dynamic Range Image ReconstructionCode0
XCloud-pFISTA: A Medical Intelligence Cloud for Accelerated MRI—0
Algorithm-driven Advances for Scientific CT Instruments: From Model-based to Deep Learning-based Approaches—0
Maximum Entropy Auto-Encoding—0
SRR-Net: A Super-Resolution-Involved Reconstruction Method for High Resolution MR Imaging—0
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionCode1
Blind Primed Supervised (BLIPS) Learning for MR Image ReconstructionCode0
CodedStereo: Learned Phase Masks for Large Depth-of-field Stereo—0
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted PoolingCode1
Self-supervised Learning of Depth Inference for Multi-view StereoCode1
Dense Dilated UNet: Deep Learning for 3D Photoacoustic Tomography Image Reconstruction—0
Fourier Image TransformerCode1
Putting NeRF on a Diet: Semantically Consistent Few-Shot View SynthesisCode1
High-quality Low-dose CT Reconstruction Using Convolutional Neural Networks with Spatial and Channel Squeeze and Excitation—0
Adversarially learned iterative reconstruction for imaging inverse problemsCode0
Graph Convolutional Networks for Model-Based Learning in Nonlinear Inverse ProblemsCode0
Multiple GAN Inversion for Exemplar-based Image-to-Image Translation—0
Model-based Reconstruction with Learning: From Unsupervised to Supervised and Beyond—0
Training a Task-Specific Image Reconstruction Loss—0
Generative-Adversarial-Networks-based Ghost Recognition—0
PAT image reconstruction using augmented sparsity regularization with practicable tuning of regularization weight—0
Unsupervised Two-Stage Anomaly Detection—0
MetaHDR: Model-Agnostic Meta-Learning for HDR Image ReconstructionCode1
Model-based Reconstruction for Single Particle Cryo-Electron Microscopy—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