SOTAVerified

Medical Image Enhancement

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–18 of 18 papers

TitleStatusHype
Harmonizing Pathological and Normal Pixels for Pseudo-healthy SynthesisCode1
Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion ModelsCode1
Imaging foundation model for universal enhancement of non-ideal measurement CTCode1
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image EnhancementCode1
Structure-consistent Restoration Network for Cataract Fundus Image EnhancementCode1
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement—0
Feedback Graph Attention Convolutional Network for Medical Image Enhancement—0
HQG-Net: Unpaired Medical Image Enhancement with High-Quality Guidance—0
Enhanced Low-Dose CT Image Reconstruction by Domain and Task Shifting Gaussian Denoisers—0
Medical Image Enhancement Using Histogram Processing and Feature Extraction for Cancer Classification—0
SRTransGAN: Image Super-Resolution using Transformer based Generative Adversarial Network—0
Task-GAN for Improved GAN based Image Restoration—0
Iterative Thresholded Bi-Histogram Equalization for Medical Image Enhancement—0
Lightening Anything in Medical Images—0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
A Practical Framework for Unsupervised Structure Preservation Medical Image EnhancementCode0
Ultrasound Image Enhancement using CycleGAN and Perceptual LossCode0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
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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