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Age Prediction by brain scans: cortical thickness, cortical curvature and cortical myelination

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ResnetAgePrediciton

Pytorch framework age Prediction by brain scans: cortical thickness, cortical curvature and cortical myelination.

Using custom built resnet as describes in the article: "Identity Mappings in Deep Residual Networks" Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun https://arxiv.org/abs/1603.05027

Elastic deformation and gaussian noise transforms added to imporve validation loss and generalizability.

At Epoch 50 Final at 506 sample size

training error validation error

Final validation MSELoss = 0.047

Note: Data Unavailable for upload to do confidentiality.

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Age Prediction by brain scans: cortical thickness, cortical curvature and cortical myelination

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