SOTAVerified

Image Reconstruction

Papers

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Showing 701–750 of 2143 papers

TitleStatusHype
GM-DF: Generalized Multi-Scenario Deepfake DetectionCode0
CMRxRecon2024: A Multi-Modality, Multi-View K-Space Dataset Boosting Universal Machine Learning for Accelerated Cardiac MRI—0
ALMA: a mathematics-driven approach for determining tuning parameters in generalized LASSO problems, with applications to MRI—0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
Sparse-view Signal-domain Photoacoustic Tomography Reconstruction Method Based on Neural Representation—0
Highly Constrained Coded Aperture Imaging Systems Design Via a Knowledge Distillation Approach—0
The MRI Scanner as a Diagnostic: Image-less Active Sampling—0
On Instabilities of Unsupervised Denoising Diffusion Models in Magnetic Resonance Imaging Reconstruction—0
Stochastic Optimisation Framework using the Core Imaging Library and Synergistic Image Reconstruction Framework for PET Reconstruction—0
Self-Supervised Pretext Tasks for Alzheimer's Disease Classification using 3D Convolutional Neural Networks on Large-Scale Synthetic Neuroimaging Dataset—0
Video Generation with Learned Action Prior—0
MCAD: Multi-modal Conditioned Adversarial Diffusion Model for High-Quality PET Image Reconstruction—0
CLAMP: Majorized Plug-and-Play for Coherent 3D LIDAR Imaging—0
INFusion: Diffusion Regularized Implicit Neural Representations for 2D and 3D accelerated MRI reconstruction—0
Coarse-Fine Spectral-Aware Deformable Convolution For Hyperspectral Image Reconstruction—0
RMFA-Net: A Neural ISP for Real RAW to RGB Image Reconstruction—0
Noise reduction in ISAR imaging of UAVs using weighted atomic norm minimization and 2D-ADMM algorithm—0
Implicit Neural Representation for Videos Based on Residual Connection—0
DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction—0
Bayesian Conditioned Diffusion Models for Inverse Problems—0
Is Diffusion Model Safe? Severe Data Leakage via Gradient-Guided Diffusion Model—0
3D CBCT Challenge 2024: Improved Cone Beam CT Reconstruction using SwinIR-Based Sinogram and Image Enhancement—0
A Plug-and-Play Untrained Neural Network for Full Waveform Inversion in Reconstructing Sound Speed Images of Ultrasound Computed Tomography—0
Progress Towards Decoding Visual Imagery via fNIRS—0
Self-attention-based non-linear basis transformations for compact latent space modelling of dynamic optical fibre transmission matrices—0
EEG-ImageNet: An Electroencephalogram Dataset and Benchmarks with Image Visual Stimuli of Multi-Granularity LabelsCode0
PGSR: Planar-based Gaussian Splatting for Efficient and High-Fidelity Surface Reconstruction—0
Deep convolutional demosaicking network for multispectral polarization filter array—0
Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction—0
UnWave-Net: Unrolled Wavelet Network for Compton Tomography Image Reconstruction—0
Image contrast enhancement based on the Schrödinger operator spectrum—0
Event-horizon-scale Imaging of M87* under Different Assumptions via Deep Generative Image Priors—0
Enhancing Dynamic CT Image Reconstruction with Neural Fields and Optical Flow—0
Exploiting Frequency Correlation for Hyperspectral Image Reconstruction—0
Streaming quanta sensors for online, high-performance imaging and vision—0
Deep Joint Semantic Coding and Beamforming for Near-Space Airship-Borne Massive MIMO Network—0
Texture-guided Coding for Deep Features—0
Dual-Path Multi-Scale Transformer for High-Quality Image Deraining—0
Motion-Informed Deep Learning for Brain MR Image Reconstruction Framework—0
Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba—0
Magnetic Resonance Image Processing Transformer for General Accelerated Image Reconstruction—0
Comparative Analysis of Hyperspectral Image Reconstruction Using Deep Learning for Agricultural and Biological Applications—0
Generalized Compressed Sensing for Image Reconstruction with Diffusion Probabilistic ModelsCode0
Hyperspectral Image Reconstruction for Predicting Chick Embryo Mortality Towards Advancing Egg and Hatchery Industry—0
Deep learning-based hyperspectral image reconstruction for quality assessment of agro-product—0
Infrared Image Super-Resolution via Lightweight Information Split Network—0
GEOcc: Geometrically Enhanced 3D Occupancy Network with Implicit-Explicit Depth Fusion and Contextual Self-Supervision—0
Spurious reconstruction from brain activityCode0
Towards Task-Compatible Compressible RepresentationsCode0
Semantic Communication via Rate Distortion Perception Bottleneck—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