SOTAVerified

Image Reconstruction

Papers

Showing 451500 of 2143 papers

TitleStatusHype
MSDiff: Multi-Scale Diffusion Model for Ultra-Sparse View CT Reconstruction0
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction0
Policy Learning with a Language BottleneckCode0
Cross-IQA: Unsupervised Learning for Image Quality Assessment0
All-in-One Deep Learning Framework for MR Image Reconstruction0
I^3Net: Inter-Intra-slice Interpolation Network for Medical Slice SynthesisCode0
Auto-Encoding Morph-Tokens for Multimodal LLMCode1
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A SurveyCode0
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction0
Exploring Quasi-Global Solutions to Compound Lens Based Computational Imaging SystemsCode1
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance ImagingCode1
Convergence Properties of Score-Based Models for Linear Inverse Problems Using Graduated OptimisationCode0
Towards Extreme Image Compression with Latent Feature Guidance and Diffusion PriorCode2
PSTAIC regularization for 2D spatiotemporal image reconstruction0
DPER: Diffusion Prior Driven Neural Representation for Limited Angle and Sparse View CT Reconstruction0
Unsupervised Anomaly Detection via Masked Diffusion Posterior Sampling0
Optimizing Universal Lesion Segmentation: State Space Model-Guided Hierarchical Networks with Feature Importance Adjustment0
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention0
Space-Variant Total Variation boosted by learning techniques in few-view tomographic imaging0
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimationCode0
Mining Supervision for Dynamic Regions in Self-Supervised Monocular Depth EstimationCode1
Metric-Guided Conformal Bounds for Probabilistic Image ReconstructionCode0
A novel perspective on denoising using quantum localization with application to medical imaging0
Wills Aligner: Multi-Subject Collaborative Brain Visual Decoding0
HybridFlow: Infusing Continuity into Masked Codebook for Extreme Low-Bitrate Image Compression0
Multi-feature Reconstruction Network using Crossed-mask Restoration for Unsupervised Industrial Anomaly Detection0
High-fidelity Endoscopic Image Synthesis by Utilizing Depth-guided Neural Surfaces0
DensePANet: An improved generative adversarial network for photoacoustic tomography image reconstruction from sparse data0
MindTuner: Cross-Subject Visual Decoding with Visual Fingerprint and Semantic Correction0
Image Generative Semantic Communication with Multi-Modal Similarity Estimation for Resource-Limited Networks0
Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imaging0
Diffusion assisted image reconstruction in optoacoustic tomography0
Multibranch Generative Models for Multichannel Imaging with an Application to PET/CT Synergistic Reconstruction0
SNAKE-fMRI: A modular fMRI data simulator from the space-time domain to k-space and back0
MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image FusionCode2
MindBridge: A Cross-Subject Brain Decoding FrameworkCode2
Spiral Scanning and Self-Supervised Image Reconstruction Enable Ultra-Sparse Sampling Multispectral Photoacoustic TomographyCode0
Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach0
Res-U2Net: Untrained Deep Learning for Phase Retrieval and Image ReconstructionCode0
CodeEnhance: A Codebook-Driven Approach for Low-Light Image Enhancement0
Alljoined1 -- A dataset for EEG-to-Image decoding0
STAIC regularization for spatio-temporal image reconstruction0
GaSpCT: Gaussian Splatting for Novel CT Projection View Synthesis0
Convolutional variational autoencoders for secure lossy image compression in remote sensing0
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale PredictionCode9
Two-Phase Multi-Dose-Level PET Image Reconstruction with Dose Level Awareness0
Bidirectional Multi-Scale Implicit Neural Representations for Image DerainingCode3
Perceptogram: Reconstructing Visual Percepts from EEGCode1
Learning to Rank Patches for Unbiased Image Redundancy ReductionCode0
Score-Based Diffusion Models for Photoacoustic Tomography Image Reconstruction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Taming-VQGAN (16x16)FID3.64Unverified
2VQGAN-LC (16x16)FID2.62Unverified
3MaskGIT-VQGAN (16x16)FID2.28Unverified
4RQ-VAE (8x8x16)FID1.83Unverified
5TiTok-S-128FID1.71Unverified
6MaskBit (16x16)FID1.66Unverified
7ViT-VQGAN (16x16)FID1.28Unverified
8Open-Magvit2 (16x16)FID1.17Unverified
9Mo-VQGAN (16x16x4)FID1.12Unverified
10IBQ (16x16)FID1Unverified
#ModelMetricClaimedVerifiedStatus
1VAR (16x16)rFID9.85Unverified
2VQGAN (16x16)rFID5.95Unverified
3LlamaGen (16x16)rFID5.59Unverified
4Open-Magvit2 (16x16)rFID4.18Unverified
5MGVQ (16x16x4)rFID1.59Unverified
6SD-VAE (16x16)rFID1.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID96.31Unverified
2bFTFID74.9Unverified
3Xian et al._FID60.85Unverified
4PI-RECFID0.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID197.49Unverified
2bFTFID121.2Unverified
3Xian et al._FID44.76Unverified
4PI-RECFID0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (STFT: magnitude, L1l=1) W-ReplicateSSIM0.88Unverified
2Ours (STFT: magnitude, L1l=1) WS-ReplicateSSIM0.86Unverified
#ModelMetricClaimedVerifiedStatus
1AugVAE-SLFID3.28Unverified
2AugVAE-MLFID1.04Unverified
#ModelMetricClaimedVerifiedStatus
1bFTFID58.4Unverified
#ModelMetricClaimedVerifiedStatus
1SwinSFAverage PSNR39.61Unverified