Our team ranked 3rd in the Federated Brain Tumor Segmentation (FeTS) Challenge at MICCAI2021. FeTS Challenge is the first computational competition on Federated Learning lead by UPenn and sponsored by Intel. Team Members: Ece Işık Polat, Görkem Polat and supervisors Altan Koçyiğit and Alptekin Temizel.