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Image Reconstruction

Papers

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Showing 651–700 of 2143 papers

TitleStatusHype
Cloud-Magnetic Resonance Imaging System: In the Era of 6G and Artificial Intelligence—0
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
Implicit Representation of GRAPPA Kernels for Fast MRI Reconstruction—0
Provable Probabilistic Imaging using Score-Based Generative PriorsCode1
AugUndo: Scaling Up Augmentations for Monocular Depth Completion and EstimationCode0
SAIR: Learning Semantic-aware Implicit Representation—0
PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image ReconstructionCode0
Diffusion Prior Regularized Iterative Reconstruction for Low-dose CT—0
Efficient-VQGAN: Towards High-Resolution Image Generation with Efficient Vision Transformers—0
Convergent ADMM Plug and Play PET Image Reconstruction—0
Soft Convex Quantization: Revisiting Vector Quantization with Convex Optimization—0
Reversing Deep Face Embeddings with Probable Privacy Protection—0
Spectro-spatial hyperspectral image reconstruction from interferometric acquisitions—0
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Spatiotemporal Image Reconstruction to Enable High-Frame Rate Dynamic Photoacoustic Tomography with Rotating-Gantry Volumetric Imagers—0
A Comprehensive Review of Generative AI in Healthcare—0
NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity mapsCode0
Unveiling Fairness Biases in Deep Learning-Based Brain MRI ReconstructionCode0
In-Domain GAN Inversion for Faithful Reconstruction and Editability—0
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstructionCode1
Unsupervised Landmark Discovery Using Consistency Guided BottleneckCode0
Beta quantile regression for robust estimation of uncertainty in the presence of outliers—0
A plug-and-play synthetic data deep learning for undersampled magnetic resonance image reconstruction—0
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Event-Driven Imaging in Turbid Media: A Confluence of Optoelectronics and Neuromorphic Computation—0
Electron Energy Regression in the CMS High-Granularity Calorimeter PrototypeCode0
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion ModelsCode0
Robust Physics-based Deep MRI Reconstruction Via Diffusion PurificationCode0
AmbientFlow: Invertible generative models from incomplete, noisy measurements—0
Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion modelsCode0
SADIR: Shape-Aware Diffusion Models for 3D Image Reconstruction—0
RawHDR: High Dynamic Range Image Reconstruction from a Single Raw ImageCode1
Orientation-Independent Chinese Text Recognition in Scene ImagesCode2
Diffusion Modeling with Domain-conditioned Prior Guidance for Accelerated MRI and qMRI Reconstruction—0
Learning the Imaging Model of Speed-of-Sound Reconstruction via a Convolutional Formulation—0
Modality Cycles with Masked Conditional Diffusion for Unsupervised Anomaly Segmentation in MRICode1
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography—0
Reinforcement Learning for Sampling on Temporal Medical Imaging SequencesCode0
Steerable Conditional Diffusion for Out-of-Distribution Adaptation in Medical Image ReconstructionCode1
Generalizable Learning Reconstruction for Accelerating MR Imaging via Federated Neural Architecture SearchCode0
Score-Based Generative Models for PET Image ReconstructionCode1
Frequency-Space Prediction Filtering for Phase Aberration Correction in Plane-Wave Ultrasound—0
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited DataCode0
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image ReconstructionCode1
Learning Weakly Convex Regularizers for Convergent Image-Reconstruction AlgorithmsCode1
A Theory of Topological Derivatives for Inverse Rendering of Geometry—0
Self-Supervised Single-Image Deconvolution with Siamese Neural Networks—0
Quantitative Susceptibility Mapping through Model-based Deep Image Prior (MoDIP)—0
Label-Free Event-based Object Recognition via Joint Learning with Image Reconstruction from EventsCode1
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention—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