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Enhancing MR imaging driven Alzheimers disease classification performance using generative adversarial learning

2020-07-25 radiology and imaging Title + abstract only
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BackgroundGenerative adversarial networks (GAN) can generate images of improved quality but their ability to augment image-based classification tasks is not fully explored. PurposeWe evaluated if a modified GAN can learn from MRI scans of multiple magnetic field strength to enhance Alzheimers disease (AD) classification performance. Materials and methodsT1-weighted brain MRI scans from 151 participants of the Alzheimers Disease Neuroimaging Initiative (ADNI), who underwent both 1.5 Tesla (1.5T...

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