SOTAVerified

Image Reconstruction

Papers

Showing 301350 of 2143 papers

TitleStatusHype
DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised h-transformCode1
MIST: Multiple Instance Spatial TransformerCode1
Joint Frequency and Image Space Learning for MRI Reconstruction and AnalysisCode1
Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike FluctuationsCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
MRI Reconstruction Using Deep Bayesian EstimationCode1
Brain Captioning: Decoding human brain activity into images and textCode1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus DecodingCode1
Digging Into Self-Supervised Monocular Depth EstimationCode1
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain ActivitiesCode1
A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machineCode1
Dynadiff: Single-stage Decoding of Images from Continuously Evolving fMRICode1
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image ReconstructionCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
Self-Supervised Speed of Sound Recovery for Aberration-Corrected Photoacoustic Computed TomographyCode1
B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRICode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
E-Calib: A Fast, Robust and Accurate Calibration Toolbox for Event CamerasCode1
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
On Solving SAR Imaging Inverse Problems Using Non-Convex Regularization with a Cauchy-based PenaltyCode1
OTRE: Where Optimal Transport Guided Unpaired Image-to-Image Translation Meets Regularization by EnhancingCode1
Accelerated MRI with Un-trained Neural NetworksCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
Efficient 3-D Near-Field MIMO-SAR Imaging for Irregular Scanning GeometriesCode1
CNN-Based Image Reconstruction Method for Ultrafast Ultrasound ImagingCode1
Physics-based Reconstruction Methods for Magnetic Resonance ImagingCode1
Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) and Its Application to Inverse ProblemsCode1
PIP: Positional-encoding Image PriorCode1
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational AutoencoderCode1
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image ReconstructionCode1
A Neural-Network-Based Convex Regularizer for Inverse ProblemsCode1
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstructionCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
Event-based visual place recognition with ensembles of temporal windowsCode1
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial LearningCode1
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion ModelCode1
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography ImagesCode1
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
Face Hallucination via Split-Attention in Split-Attention NetworkCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusionCode1
Recursive Generalization Transformer for Image Super-ResolutionCode1
A Conditional Diffusion Model for Electrical Impedance Tomography Image ReconstructionCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
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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