SOTAVerified

Image Reconstruction

Papers

Showing 19011950 of 2143 papers

TitleStatusHype
MAC-ReconNet: A Multiple Acquisition Context based Convolutional Neural Network for MR Image Reconstruction using Dynamic Weight PredictionCode0
Privacy Leakage of SIFT Features via Deep Generative Model based Image ReconstructionCode0
Improving Self-Supervised Single View Depth Estimation by Masking OcclusionCode0
Private Image Reconstruction from System Side Channels Using Generative ModelsCode0
Improving Generalization of Deep Networks for Inverse Reconstruction of Image SequencesCode0
MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty EstimationCode0
Exploring Linear Attention Alternative for Single Image Super-ResolutionCode0
Manifold Modeling in Embedded Space: A Perspective for Interpreting Deep Image PriorCode0
Deep Regularized Compound Gaussian Network for Solving Linear Inverse ProblemsCode0
Compressed Sensing: A Discrete Optimization ApproachCode0
Sub-DM:Subspace Diffusion Model with Orthogonal Decomposition for MRI ReconstructionCode0
Self-supervised feature learning for cardiac Cine MR image reconstructionCode0
Improved Multi-Shot Diffusion-Weighted MRI with Zero-Shot Self-Supervised Learning ReconstructionCode0
Mask Detection and Classification in Thermal Face ImagesCode0
Masked Autoencoders are Parameter-Efficient Federated Continual LearnersCode0
Subjective Visual Quality Assessment for High-Fidelity Learning-Based Image CompressionCode0
Attribute-Aware Deep Hashing with Self-Consistency for Large-Scale Fine-Grained Image RetrievalCode0
Underground Root Tuber Sensing via a Wi-Fi Mesh NetworkCode0
Attribute2Image: Conditional Image Generation from Visual AttributesCode0
Deep Quantized Representation for Enhanced ReconstructionCode0
Improved low-count quantitative PET reconstruction with an iterative neural networkCode0
Implicit Inversion turns CLIP into a DecoderCode0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
Implicit Generation and Modeling with Energy Based ModelsCode0
Implicit Generation and Generalization in Energy-Based ModelsCode0
Exploring End-to-end Differentiable Neural Charged Particle Tracking -- A Loss Landscape PerspectiveCode0
EventGAN: Leveraging Large Scale Image Datasets for Event CamerasCode0
DeepPS2: Revisiting Photometric Stereo Using Two Differently Illuminated ImagesCode0
DeepPatent2: A Large-Scale Benchmarking Corpus for Technical Drawing UnderstandingCode0
A Compound Gaussian Least Squares Algorithm and Unrolled Network for Linear Inverse ProblemsCode0
A Deep Cascade of Convolutional Neural Networks for MR Image ReconstructionCode0
Imaging at the quantum limit with convolutional neural networksCode0
Measuring Complexity of Learning Schemes Using Hessian-Schatten Total VariationCode0
Image-to-Image MLP-mixer for Image ReconstructionCode0
Self-Supervised Road Layout Parsing with Graph Auto-EncodingCode0
Wave-Encoded Model-based Deep Learning for Highly Accelerated Imaging with Joint ReconstructionCode0
Image Reconstruction with Predictive Filter FlowCode0
PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image ReconstructionCode0
Unveiling Fairness Biases in Deep Learning-Based Brain MRI ReconstructionCode0
Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PETCode0
Image reconstruction by domain transform manifold learningCode0
Deep Parallel MRI Reconstruction Network Without Coil SensitivitiesCode0
Image Processing Using Multi-Code GAN PriorCode0
PWLS-ULTRA: An Efficient Clustering and Learning-Based Approach for Low-Dose 3D CT Image ReconstructionCode0
Semantic-Aware Auto-Encoders for Self-Supervised Representation LearningCode0
PYRO-NN: Python Reconstruction Operators in Neural NetworksCode0
1D Probabilistic Undersampling Pattern Optimization for MR Image ReconstructionCode0
Estimating Absolute-Phase Maps Using ESPIRiT and Virtual Conjugate CoilsCode0
Image Compressed Sensing with Multi-scale Dilated Convolutional Neural NetworkCode0
Metric-Guided Conformal Bounds for Probabilistic Image ReconstructionCode0
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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