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Image Reconstruction

Papers

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Showing 901–950 of 2143 papers

TitleStatusHype
How do Minimum-Norm Shallow Denoisers Look in Function Space?—0
LuminanceL1Loss: A loss function which measures percieved brightness and colour differences—0
DeepPatent2: A Large-Scale Benchmarking Corpus for Technical Drawing UnderstandingCode0
Efficient Model-Based Deep Learning via Network Pruning and Fine-TuningCode0
Low-Dose CT Image Enhancement Using Deep Learning—0
Diffusion Reconstruction of Ultrasound Images with Informative Uncertainty—0
Asymmetric Diffusion Based Channel-Adaptive Secure Wireless Semantic Communications—0
Pixel-Level Clustering Network for Unsupervised Image Segmentation—0
A Comparative Study of Variational Autoencoders, Normalizing Flows, and Score-based Diffusion Models for Electrical Impedance Tomography—0
LC-TTFS: Towards Lossless Network Conversion for Spiking Neural Networks with TTFS Coding—0
Partition Speeds Up Learning Implicit Neural Representations Based on Exponential-Increase HypothesisCode0
Multi-granularity Backprojection Transformer for Remote Sensing Image Super-Resolution—0
FixPix: Fixing Bad Pixels using Deep Learning—0
Equivariant Bootstrapping for Uncertainty Quantification in Imaging Inverse ProblemsCode0
Cloud-Magnetic Resonance Imaging System: In the Era of 6G and Artificial Intelligence—0
Noise-robust latent vector reconstruction in ptychography using deep generative models—0
Implicit Representation of GRAPPA Kernels for Fast MRI Reconstruction—0
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
A Comprehensive Review of Generative AI in Healthcare—0
Spatiotemporal Image Reconstruction to Enable High-Frame Rate Dynamic Photoacoustic Tomography with Rotating-Gantry Volumetric Imagers—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
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
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
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
Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography—0
Reinforcement Learning for Sampling on Temporal Medical Imaging SequencesCode0
Generalizable Learning Reconstruction for Accelerating MR Imaging via Federated Neural Architecture SearchCode0
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
A Theory of Topological Derivatives for Inverse Rendering of Geometry—0
Self-Supervised Single-Image Deconvolution with Siamese Neural Networks—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