Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation.
Ilja ManakovMarkus RohmChristoph KernBenedikt SchwormKarsten KortuemVolker TrespPublished in: CoRR (2019)
Keyphrases
- medical images
- denoising
- region of interest
- denoising algorithm
- denoising methods
- biomedical images
- medical image retrieval
- medical imaging
- gaussian noise
- computer tomography
- magnetic resonance
- input image
- image features
- image data
- image denoising
- anatomical structures
- image analysis
- image intensity
- deformable models
- medical image analysis
- mri images
- wavelet based denoising
- ct images
- computer aided diagnosis
- mr images
- image retrieval
- multiscale
- magnetic resonance images
- image segmentation
- noise level
- medical image segmentation
- magnetic resonance imaging
- image content
- noisy images
- imaging modalities
- x ray images
- image classification
- noise reduction
- total variation
- speckle noise
- brain images
- segmentation algorithm
- computed tomography
- image modalities
- segmentation of medical images
- edge detection
- multimodal medical images
- clinical applications
- low contrast
- contrast enhancement
- volumetric data
- x ray