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Image Reconstruction

Papers

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Showing 1151–1200 of 2143 papers

TitleStatusHype
Stable Deep MRI Reconstruction using Generative Priors—0
A Faithful Deep Sensitivity Estimation for Accelerated Magnetic Resonance Imaging—0
Exposure-Aware Dynamic Weighted Learning for Single-Shot HDR ImagingCode0
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns—0
Transformer-based dimensionality reduction—0
Hand Gestures Recognition in Videos Taken with Lensless Camera—0
Combining band-frequency separation and deep neural networks for optoacoustic imagingCode0
Scene Text Image Super-Resolution via Content Perceptual Loss and Criss-Cross Transformer Blocks—0
Text detection and recognition based on a lensless imaging system—0
A deep learning approach for detection and localization of leaf anomalies—0
Self-Supervised Deep Equilibrium Models for Inverse Problems with Theoretical Guarantees—0
Computational imaging with the human brain—0
Accelerated partial separable model using dimension-reduced optimization technique for ultra-fast cardiac MRI—0
DELAD: Deep Landweber-guided deconvolution with Hessian and sparse prior—0
Image Compressed Sensing with Multi-scale Dilated Convolutional Neural NetworkCode0
Deep Unfolding of the DBFB Algorithm with Application to ROI CT Imaging with Limited Angular Density—0
Scaling Laws For Deep Learning Based Image ReconstructionCode0
Dual-Cycle: Self-Supervised Dual-View Fluorescence Microscopy Image Reconstruction using CycleGAN—0
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance—0
FoVolNet: Fast Volume Rendering using Foveated Deep Neural Networks—0
Self-supervised learning of hologram reconstruction using physics consistency—0
Lightweight Spatial-Channel Adaptive Coordination of Multilevel Refinement Enhancement Network for Image Reconstruction—0
Hyperspectral Image Reconstruction from Multispectral Images Using Non-Local Filtering—0
Spatio-spectral Image Reconstruction Using Non-local Filtering—0
Plug-and-Play Regularization using Linear Solvers—0
Vec2Face-v2: Unveil Human Faces from their Blackbox Features via Attention-based Network in Face Recognition—0
A detail-enhanced sampling strategy in Hadamard single-pixel imaging—0
DeepSTI: Towards Tensor Reconstruction using Fewer Orientations in Susceptibility Tensor Imaging—0
Learning-based and unrolled motion-compensated reconstruction for cardiac MR CINE imaging—0
CGAN-ECT: Tomography Image Reconstruction from Electrical Capacitance Measurements Using CGANs—0
Representation Learning for Non-Melanoma Skin Cancer using a Latent AutoencoderCode0
On Quantizing Implicit Neural Representations—0
Practical Operator Sketching Framework for Accelerating Iterative Data-Driven Solutions in Inverse Problems—0
A Learning-Based 3D EIT Image Reconstruction Method—0
Uniformly Sampled Polar and Cylindrical Grid Approach for 2D, 3D Image Reconstruction using Algebraic Algorithm—0
Image Reconstruction by Splitting Expectation Propagation Techniques from Iterative Inversion—0
A reconstruction method for binary limited-data tomography using a dictionary-based sparse shape recovery—0
Approximate Extraction of Late-Time Returns via Morphological Component Analysis—0
K-UNN: k-Space Interpolation With Untrained Neural NetworkCode0
OL-DN: Online learning based dual-domain network for HEVC intra frame quality enhancement—0
Hierarchical Residual Learning Based Vector Quantized Variational Autoencoder for Image Reconstruction and GenerationCode0
Disentangled Representation Learning Using (β-)VAE and GAN—0
SelfCoLearn: Self-supervised collaborative learning for accelerating dynamic MR imaging—0
NPB-REC: Non-parametric Assessment of Uncertainty in Deep-learning-based MRI Reconstruction from Undersampled DataCode0
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding—0
Deep Learning for Material Decomposition in Photon-Counting CT—0
Adversarial Robustness of MR Image Reconstruction under Realistic PerturbationsCode0
Deep Learning Neural Network for Lung Cancer Classification: Enhanced Optimization Function—0
Speckle2Speckle: Unsupervised Learning of Ultrasound Speckle Filtering Without Clean DataCode0
Edge-Aware Autoencoder Design for Real-Time Mixture-of-Experts Image Compression—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