1 code implementation • 26 Nov 2022 • Wentao Pan, Jiangpeng Yan, Hanbo Chen, Jiawei Yang, Zhe Xu, Xiu Li, Jianhua Yao
Then, the encoder is used to map the images into the embedding space and generate pixel-level pseudo tissue masks by querying the tissue prototype dictionary.
1 code implementation • 14 Jul 2022 • Jiawei Yang, Hanbo Chen, Yuan Liang, Junzhou Huang, Lei He, Jianhua Yao
We first benchmark representative SSL methods for dense prediction tasks in pathology images.
1 code implementation • 5 Jul 2022 • Jiawei Yang, Hanbo Chen, Yu Zhao, Fan Yang, Yao Zhang, Lei He, Jianhua Yao
We evaluate ReMix on two public datasets with two state-of-the-art MIL methods.
no code implementations • 15 Jun 2022 • Jiangpeng Yan, Chenghui Yu, Hanbo Chen, Zhe Xu, Junzhou Huang, Xiu Li, Jianhua Yao
Four different implementations of anatomy-specific learners are presented and explored on the top of our framework in two MRI reconstruction networks.
1 code implementation • 18 Feb 2022 • Jiawei Yang, Hanbo Chen, Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao
Histology images are a natural choice for such a study.
no code implementations • ICLR 2022 • Jiawei Yang, Hanbo Chen, Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao
Histology images are a natural choice for such study.
no code implementations • NeurIPS 2010 • Kaiming Li, Lei Guo, Carlos Faraco, Dajiang Zhu, Fan Deng, Tuo Zhang, Xi Jiang, Degang Zhang, Hanbo Chen, Xintao Hu, Steve Miller, Tianming Liu
Our strategy is to formulate the individual ROI optimization as a group variance minimization problem, in which group-wise functional and structural connectivity patterns, and anatomic profiles are defined as optimization constraints.