SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation

no code implementations • 14 Jun 2023 • Zhusi Zhong, Jie Li, Lulu Bi, Li Yang, Ihab Kamel, Rama Chellappa, Xinbo Gao, Harrison Bai, Zhicheng Jiao

Medical image segmentation based on deep learning often fails when deployed on images from a different domain.

Image Segmentation Medical Image Segmentation +5

Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction

no code implementations • 25 Jun 2020 • Zhenxi Zhang, Chunna Tian, Jie Li, Zhusi Zhong, Zhicheng Jiao, Xinbo Gao

Further, we propose a context encoding module to utilize the global predictor from the error map to enhance the feature representation and regularize the networks.

Image Segmentation Medical Image Segmentation +2

A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation

no code implementations • 18 Jun 2019 • Zhenxi Zhang, Jie Li, Zhusi Zhong, Zhicheng Jiao, Xinbo Gao

3D image segmentation is one of the most important and ubiquitous problems in medical image processing.

Active Learning Image Segmentation +3

An Attention-Guided Deep Regression Model for Landmark Detection in Cephalograms

no code implementations • 17 Jun 2019 • Zhusi Zhong, Jie Li, Zhenxi Zhang, Zhicheng Jiao, Xinbo Gao

We train the deep encoder-decoder for landmark detection, and combine global landmark configuration with local high-resolution feature responses.

regression