no code implementations • 4 Apr 2023 • Xinru Zhang, Ni Ou, Chenghao Liu, Zhizheng Zhuo, Yaou Liu, Chuyang Ye
Specifically, instead of directly training a model for brain tumor segmentation with a large amount of annotated data, we seek to train a model that can answer the question: is a voxel in the input image associated with tumor-like hyper-/hypo-intensity?
1 code implementation • 13 Mar 2023 • Wan Liu, Qi Lu, Zhizheng Zhuo, Yaou Liu, Chuyang Ye
However, accurate segmentation of novel WM tracts can still be challenging in the one-shot setting, where only one scan is annotated for the novel WM tracts.
no code implementations • 23 Dec 2020 • Andreanne Lemay, Charley Gros, Zhizheng Zhuo, Jie Zhang, Yunyun Duan, Julien Cohen-Adad, Yaou Liu
To the best of our knowledge, this is the first fully automatic deep learning model for spinal cord tumor segmentation.