Nature

Enhanced brain tumor classification using graph convolutional neural network architecture

A group of aberrant brain cells, whether malignant or not, is referred to as a Brain Tumor (BT). Brain tumors may or may not be cancerous but nevertheless, they cause serious problems in the skull ...
Nature

Application of improved graph convolutional network for cortical surface parcellation

Accurate cortical surface parcellation is essential for elucidating brain organizational principles, functional mechanisms, and the neural substrates underlying higher cognitive and emotional ...
EurekAlert!

A novel deep learning model for medical image segmentation with convolutional neural network and transformer

Accurate segmentation of medical images is essential for clinical decision-making, and deep learning techniques have shown remarkable results in this area. However, existing segmentation models that ...
EurekAlert!

Advanced U-net segmentation model using residual grouped convolution and attention mechanism for brain tumor MRI image segmentation

Through a comprehensive evaluation of model complexity and number of parameters, it was determined that the overall performance of the proposed model is the best when eight group convolutions are used ...