Before revision:  The analysis demonstrates the benefits of leveraging the three sources of prior information .
After revision:  The analysis demonstrates the benefits of leveraging the three sources of prior information , and we show that the new architecture, which we call Multiprior network, improves the performance of existing segmentation software, such as SPM, FSL, and DeepMedic for abnormal anatomies. The relevance of the different priors was compared and the TPM was found to be most beneficial. The benefit of adding a TPM is generic in that it can boost the performance of established segmentation networks such as the DeepMedic and a UNet.