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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 1–10 of 21 papers

TitleStatusHype
Transformers in Medical Imaging: A SurveyCode3
Learning Medical Image Denoising with Deep Dynamic Residual Attention NetworkCode1
Content-Noise Complementary Learning for Medical Image DenoisingCode1
Uncertainty Estimation in Medical Image Denoising with Bayesian Deep Image PriorCode1
Adversarial Distortion Learning for Medical Image DenoisingCode1
DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models—0
Denoising via Repainting: an image denoising method using layer wise medical image repainting—0
Consensus Neural Network for Medical Imaging Denoising with Only Noisy Training Samples—0
Fast and Accurate Estimation of Low-Rank Matrices from Noisy Measurements via Preconditioned Non-Convex Gradient Descent—0
Eformer: Edge Enhancement based Transformer for Medical Image Denoising—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