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Medical Image

Model generalization

  1. 2020-10-29
    Title : MS-Net: Multi-Site Network for Improving Prostate Segmentation With Heterogeneous MRI Data
    Author: Quande Liu, Student Member, IEEE, Qi Dou, Member, IEEE, Lequan Yu, Student Member, IEEE, and Pheng Ann Heng, Senior Member, IEEE
    Content: 论文主要解决多个site的数据集的泛化问题。本文主要通过多个domain-specific batch normalization来解决多个site数据集的多样性问题。
    Problem: 问题在于如果随着site的增多,则需要更多的参数。因此,我认为可以用adaptive的形式来解决这种inter-site heterogeneous的问题。