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