/3DCNN-MRI

Cerebral Microbleeds (CMB) diagnostic of 3D SWI-MRI using Spatial Pyramid Pooling modified 3D CNNs

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Cerebral Microbleeds (CMB) Diagnostic on SWI-MRI using 3DCNN with SPP

My Ph.D. dissertation code for Cerebral Microbleeds (CMB) diagnostic of 3D SWI-MRI using a
modified 3D-CNNs. This work is based on the work of Dou et al. (2016). The goal is to improve the 3D CNN model implementing a Spatial Pyramid Pooling (SPP) model to overcome the fixed image size constraint imposed by Fully Connected (FC) layers.

Q. Dou et al., "Automatic Detection of Cerebral Microbleeds From MR Images via 3D Convolutional Neural Networks," in IEEE Transactions on Medical Imaging, vol. 35, no. 5, pp. 1182-1195, May 2016, doi: 10.1109/TMI.2016.2528129 (https://ieeexplore.ieee.org/abstract/document/7403984)