A simple convolutional autoencoder on ADNI brain scans learns latent spaces linked to Alzheimer's progression; the new LRCP framework plus SHAP analysis identifies which atlas regions carry the clinically relevant information.
Hong et al., Putamen atrophy correlates with cognitive decline in Alzheimer’s disease, Journal of Alzheimer’s Disease, vol
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Latent space projections and atlases: A cautionary tale in deep neuroimaging using autoencoders
A simple convolutional autoencoder on ADNI brain scans learns latent spaces linked to Alzheimer's progression; the new LRCP framework plus SHAP analysis identifies which atlas regions carry the clinically relevant information.