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Medical Image Denoising

Image credit: Learning Medical Image Denoising with Deep Dynamic Residual Attention Network

Papers

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Showing 11–20 of 21 papers

TitleStatusHype
Content-Noise Complementary Learning for Medical Image DenoisingCode1
Transformers in Medical Imaging: A SurveyCode3
Eformer: Edge Enhancement based Transformer for Medical Image Denoising—0
Lesion-Inspired Denoising Network: Connecting Medical Image Denoising and Lesion Detection—0
An unsupervised deep learning framework for medical image denoising—0
Learning Medical Image Denoising with Deep Dynamic Residual Attention NetworkCode1
Uncertainty Estimation in Medical Image Denoising with Bayesian Deep Image PriorCode1
Low-Dose CT Image Denoising Using Parallel-Clone Networks—0
Consensus Neural Network for Medical Imaging Denoising with Only Noisy Training Samples—0
User Loss -- A Forced-Choice-Inspired Approach to Train Neural Networks directly by User Interaction—0
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All datasetsDermatologist level dermoscopy skin cancer classification using different deep learning convolutional neural networks algorithmsFMD Confocal FishFMD Confocal MiceFMD Two-Photon MiceHuman Protein Atlas ImageLGG Segmentation Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Deep Dynamic Residual Attention Network SSIM0.95—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinIAPSNR31.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinIAPSNR37.65—Unverified
#ModelMetricClaimedVerifiedStatus
1SwinIAPSNR33.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Deep Dynamic Residual Attention NetworkAverage PSNR43.84—Unverified
#ModelMetricClaimedVerifiedStatus
1Deep Dynamic Residual Attention NetworkAverage PSNR40.48—Unverified