Please take a look at the following papers, these might be helpful:
https://www.mdpi.com/2313-433X/7/2/19
Article A Survey and Analysis on Automated Glioma Brain Tumor Segmen...
Article Relax and Focus on Brain Tumor Segmentation
Article Artificial Intelligence Applications in Pediatric Brain Tumo...
Also, you could review Table 3 in the following paper and see some of the convolutional network architectures that have been used in brain segmentation
Chapter Deep Neural Networks for Biomedical Image Segmentation: Tren...