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Image Reconstruction

Papers

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Showing 1251–1300 of 2143 papers

TitleStatusHype
BSRA: Block-based Super Resolution Accelerator with Hardware Efficient Pixel Attention—0
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers—0
A Dataset-free Deep learning Method for Low-Dose CT Image Reconstruction—0
List-Mode PET Image Reconstruction Using Deep Image Prior—0
Unsupervised Spatial-spectral Hyperspectral Image Reconstruction and Clustering with Diffusion Geometry—0
Multi-scale reconstruction of undersampled spectral-spatial OCT data for coronary imaging using deep learning—0
Fourier Imager Network (FIN): A deep neural network for hologram reconstruction with superior external generalization—0
A Masked Image Reconstruction Network for Document-level Relation Extraction—0
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake Texture Detection—0
Heavy Rain Face Image Restoration: Integrating Physical Degradation Model and Facial Component Guided Adversarial Learning—0
Accelerated MRI With Deep Linear Convolutional Transform Learning—0
End-to-end Learning for Joint Depth and Image Reconstruction from Diffracted Rotation—0
Utilizing variational autoencoders in the Bayesian inverse problem of photoacoustic tomography—0
A Post-Processing Tool and Feasibility Study for Three-Dimensional Imaging with Electrical Impedance Tomography During Deep Brain Stimulation SurgeryCode0
Image Reconstruction for MRI using Deep CNN Priors Trained without Groundtruth—0
Reducing Randomness of Non-Regular Sampling Masks for Image Reconstruction—0
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer—0
Reconstruction of images taken by a pair of non-regular sampling sensors using correlation based matching—0
Super-resolved multi-temporal segmentation with deep permutation-invariant networks—0
High-Quality Pluralistic Image Completion via Code Shared VQGAN—0
Learning Optimal K-space Acquisition and Reconstruction using Physics-Informed Neural Networks—0
Mix-up Self-Supervised Learning for Contrast-agnostic Applications—0
AnyFace: Free-style Text-to-Face Synthesis and Manipulation—0
Are High-Resolution Event Cameras Really Needed?—0
Bi-level Doubly Variational Learning for Energy-based Latent Variable Models—0
Stable Optimization for Large Vision Model Based Deep Image Prior in Cone-Beam CT Reconstruction—0
A Quantitative Comparison between Shannon and Tsallis Havrda Charvat Entropies Applied to Cancer Outcome Prediction—0
Unsupervised Anomaly Detection in Medical Images with a Memory-augmented Multi-level Cross-attentional Masked AutoencoderCode0
Multi-layer Clustering-based Residual Sparsifying Transform for Low-dose CT Image Reconstruction—0
Self-Supervised Road Layout Parsing with Graph Auto-EncodingCode0
Operator Sketching for Deep Unrolling Networks—0
Rethinking the optimization process for self-supervised model-driven MRI reconstruction—0
Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning—0
Accelerating Plug-and-Play Image Reconstruction via Multi-Stage Sketched Gradients—0
Adaptive Information Bottleneck Guided Joint Source and Channel Coding for Image Transmission—0
Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRI—0
Active Phase-Encode Selection for Slice-Specific Fast MR Scanning Using a Transformer-Based Deep Reinforcement Learning Framework—0
Manifold Modeling in Quotient Space: Learning An Invariant Mapping with Decodability of Image Patches—0
Re-ordering of Hadamard matrix using Fourier transform and gray-level co-occurrence matrix for compressive single-pixel imaging—0
Coarse-to-Fine Sparse Transformer for Hyperspectral Image Reconstruction—0
Efficient and Accurate Hyperspectral Pansharpening Using 3D VolumeNet and 2.5D Texture Transfer—0
Fluid registration between lung CT and stationary chest tomosynthesis imagesCode0
3D endoscopic depth estimation using 3D surface-aware constraints—0
Convolutional Analysis Operator Learning by End-To-End Training of Iterative Neural NetworksCode0
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging—0
Enhanced Image Reconstruction From Quarter Sampling Measurements Using An Adapted Very Deep Super Resolution Network—0
Real-Time Frequency Selective Reconstruction through Register-Based Argmax CalculationCode0
Amortized Proximal Optimization—0
Uncertainty Estimation for Computed Tomography with a Linearised Deep Image PriorCode0
Multi-view Gradient Consistency for SVBRDF Estimation of Complex Scenes under Natural IlluminationCode0
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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