Activation maps of convolutional neural networks as a tool for brain degeneration tracking in early diagnosis of dementia in Parkinson's disease based on magnetic resonance imaging.
Aleksandra SuwalskaJoanna SiudaSzymon KocotWeronika ZmudaMonika Rudzinska-BarJoanna PolanskaPublished in: Signal Image Video Process. (2023)
Keyphrases
- early diagnosis
- magnetic resonance imaging
- computer aided diagnosis
- single photon emission computed tomography
- medical images
- convolutional neural networks
- spect images
- functional mri
- computer aided
- beating heart
- early stage
- partial volume effects
- diffusion tensor images
- mri data
- medical imaging
- mild cognitive impairment
- magnetic resonance images
- brain images
- disease diagnosis
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- medical treatment
- brain activity
- mri images
- brain tissue
- diagnostic tool
- cardiovascular disease
- positron emission tomography
- prostate cancer
- infectious disease
- skin lesion
- image analysis
- brain tumors
- imaging modalities
- anatomical structures
- brain regions
- data preparation
- machine learning
- human brain
- ct images
- computer assisted
- mr images
- logistic regression
- information processing
- liver disease
- x ray
- feature extraction