Beware of diffusion models for synthesizing medical images - A comparison with GANs in terms of memorizing brain tumor images.
Muhammad Usman AkbarWuhao WangAnders EklundPublished in: CoRR (2023)
Keyphrases
- medical images
- mri images
- brain tumors
- mr images
- magnetic resonance
- magnetic resonance images
- region of interest
- medical image analysis
- medical image segmentation
- brain images
- magnetic resonance imaging
- imaging modalities
- clinical applications
- deformable registration
- medical imaging
- anatomical structures
- biomedical images
- deformable models
- image data
- diffusion models
- mri data
- x ray images
- image analysis
- three dimensional
- multimodal medical images
- image intensity
- ct images
- image registration
- contrast enhanced
- tumor growth
- ground truth
- medical image retrieval
- high resolution
- image retrieval
- deformation field
- prostate cancer
- white matter
- edge detection