SOTAVerified

Image Reconstruction

Papers

Showing 551600 of 2143 papers

TitleStatusHype
Inverse Halftoning Through Structure-Aware Deep Convolutional Neural NetworksCode0
Can Deep Learning Outperform Modern Commercial CT Image Reconstruction Methods?Code0
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI ReconstructionCode0
DualDis: Dual-Branch Disentangling with Adversarial LearningCode0
Instant Uncertainty Calibration of NeRFs Using a Meta-CalibratorCode0
Interval Neural Networks: Uncertainty ScoresCode0
J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and ReconstructionCode0
Learning-based sound speed estimation and aberration correction in linear-array photoacoustic imagingCode0
CaCL: Class-aware Codebook Learning for Weakly Supervised Segmentation on Diffuse Image PatternsCode0
Improving Self-Supervised Single View Depth Estimation by Masking OcclusionCode0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
Improved low-count quantitative PET reconstruction with an iterative neural networkCode0
Improved Multi-Shot Diffusion-Weighted MRI with Zero-Shot Self-Supervised Learning ReconstructionCode0
Implicit Inversion turns CLIP into a DecoderCode0
Implicit Generation and Modeling with Energy Based ModelsCode0
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction ApproachCode0
Imaging at the quantum limit with convolutional neural networksCode0
Adaptive Image Sampling using Deep Learning and its Application on X-Ray Fluorescence Image ReconstructionCode0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
Fourier Transform Approximation as an Auxiliary Task for Image ClassificationCode0
Image Reconstruction with Predictive Filter FlowCode0
Image-to-Image MLP-mixer for Image ReconstructionCode0
Implicit Generation and Generalization in Energy-Based ModelsCode0
Information Competing Process for Learning Diversified RepresentationsCode0
Blind Primed Supervised (BLIPS) Learning for MR Image ReconstructionCode0
Image Compressed Sensing with Multi-scale Dilated Convolutional Neural NetworkCode0
Image Processing Using Multi-Code GAN PriorCode0
I^3Net: Inter-Intra-slice Interpolation Network for Medical Slice SynthesisCode0
A Bayesian Perspective on the Deep Image PriorCode0
Hyperparameter selection for Discrete Mumford-ShahCode0
Bigger Isn't Always Better: Towards a General Prior for Medical Image ReconstructionCode0
HUNet: Homotopy Unfolding Network for Image Compressive SensingCode0
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI ReconstructionCode0
How to Blend Concepts in Diffusion ModelsCode0
Robust Physics-based Deep MRI Reconstruction Via Diffusion PurificationCode0
Hierarchical Residual Learning Based Vector Quantized Variational Autoencoder for Image Reconstruction and GenerationCode0
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion ModelsCode0
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass FilteringCode0
Differentiable Uncalibrated ImagingCode0
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar SystemsCode0
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A SurveyCode0
gvnn: Neural Network Library for Geometric Computer VisionCode0
Detecting Outliers with Poisson Image InterpolationCode0
Graph Convolutional Networks for Model-Based Learning in Nonlinear Inverse ProblemsCode0
Image reconstruction by domain transform manifold learningCode0
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera PoseCode0
Generative Patch Priors for Practical Compressive Image RecoveryCode0
LLM-HDR: Bridging LLM-based Perception and Self-Supervision for Unpaired LDR-to-HDR Image ReconstructionCode0
Physics-informed generative real-time lens-free imagingCode0
A model-guided deep network for limited-angle computed tomographyCode0
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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