SOTAVerified

Medical Image Enhancement

Aims to improve the perceptual quality of low-quality medical images

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 18 papers

TitleStatusHype
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image EnhancementCode1
Harmonizing Pathological and Normal Pixels for Pseudo-healthy SynthesisCode1
Imaging foundation model for universal enhancement of non-ideal measurement CTCode1
Structure-consistent Restoration Network for Cataract Fundus Image EnhancementCode1
Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion ModelsCode1
Deep Perceptual Enhancement for Medical Image AnalysisCode0
Ultrasound Image Enhancement using CycleGAN and Perceptual LossCode0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
A Practical Framework for Unsupervised Structure Preservation Medical Image EnhancementCode0
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement—0
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All datasetsBrain Tumor MRI DatasetHuman Protein Atlas ImageLoDoPaB-CT

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DPEAverage PSNR30.69—Unverified
#ModelMetricClaimedVerifiedStatus
1DPEAverage PSNR30.69—Unverified
#ModelMetricClaimedVerifiedStatus
1FTUPGDSSIM0.87—Unverified