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PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation


Aug 19, 2022
Guotai Wang, Xiangde Luo, Ran Gu, Shuojue Yang, Yijie Qu, Shuwei Zhai, Qianfei Zhao, Kang Li, Shaoting Zhang

* 10 pages, 5 figures 

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Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures


Aug 18, 2022
Ran Gu, Jingyang Zhang, Guotai Wang, Wenhui Lei, Tao Song, Xiaofan Zhang, Kang Li, Shaoting Zhang

* 12 pages, 6 figures 

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PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation


Aug 11, 2022
Shuwei Zhai, Guotai Wang, Xiangde Luo, Qiang Yue, Kang Li, Shaoting Zhang

* 10 pages, 9 figures, 3 tables 

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Towards Self-supervised and Weight-preserving Neural Architecture Search


Jun 08, 2022
Zhuowei Li, Yibo Gao, Zhenzhou Zha, Zhiqiang HU, Qing Xia, Shaoting Zhang, Dimitris N. Metaxas


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HMRNet: High and Multi-Resolution Network with Bidirectional Feature Calibration for Brain Structure Segmentation in Radiotherapy


Jun 07, 2022
Hao Fu, Guotai Wang, Wenhui Lei, Wei Xu, Qianfei Zhao, Shichuan Zhang, Kang Li, Shaoting Zhang

* 11 pages, 6 figures, Accepted by IEEE JBHI 

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Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation


May 13, 2022
Ran Gu, Jiangshan Lu, Jingyang Zhang, Wenhui Lei, Xiaofan Zhang, Guotai Wang, Shaoting Zhang

* 10 pages, 2 figures 

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Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision


Mar 04, 2022
Xiangde Luo, Minhao Hu, Wenjun Liao, Shuwei Zhai, Tao Song, Guotai Wang, Shaoting Zhang

* 11 pages, 4 figures,code is available: https://github.com/HiLab-git/WSL4MIS.This is a comprehensive study about scribble-supervised medical image segmentation based on the ACDC dataset 

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Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications


Feb 17, 2022
Kexin Ding, Mu Zhou, Zichen Wang, Qiao Liu, Corey W. Arnold, Shaoting Zhang, Dimitri N. Metaxas


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Contrastive and Selective Hidden Embeddings for Medical Image Segmentation


Jan 21, 2022
Zhuowei Li, Zihao Liu, Zhiqiang Hu, Qing Xia, Ruiqin Xiong, Shaoting Zhang, Dimitris Metaxas, Tingting Jiang


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Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer


Dec 09, 2021
Xiangde Luo, Minhao Hu, Tao Song, Guotai Wang, Shaoting Zhang

* A technical report about SSL4MIS:https://github.com/HiLab-git/SSL4MIS 

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