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Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention


Sep 29, 2021
Guotai Wang, Shuwei Zhai, Giovanni Lasio, Baoshe Zhang, Byong Yi, Shifeng Chen, Thomas J. Macvittie, Dimitris Metaxas, Jinghao Zhou, Shaoting Zhang

* 12 pages, 9 figures. Submitted to IEEE TMI 

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Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation


Sep 18, 2021
Ran Gu, Jingyang Zhang, Rui Huang, Wenhui Lei, Guotai Wang, Shaoting Zhang

* Accepted by MICCAI 2021 

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Multi-frame Collaboration for Effective Endoscopic Video Polyp Detection via Spatial-Temporal Feature Transformation


Jul 08, 2021
Lingyun Wu, Zhiqiang Hu, Yuanfeng Ji, Ping Luo, Shaoting Zhang

* Accepted by MICCAI2021 

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Mixed Supervision Learning for Whole Slide Image Classification


Jul 05, 2021
Jiahui Li, Wen Chen, Xiaodi Huang, Zhiqiang Hu, Qi Duan, Hongsheng Li, Dimitris N. Metaxas, Shaoting Zhang


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Multi-Compound Transformer for Accurate Biomedical Image Segmentation


Jun 28, 2021
Yuanfeng Ji, Ruimao Zhang, Huijie Wang, Zhen Li, Lingyun Wu, Shaoting Zhang, Ping Luo

* Accepted by MICCAI2021 

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Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation


Jun 10, 2021
Jinxi Xiang, Zhuowei Li, Wenji Wang, Qing Xia, Shaoting Zhang


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Learning Unknown from Correlations: Graph Neural Network for Inter-novel-protein Interaction Prediction


Jun 01, 2021
Guofeng Lv, Zhiqiang Hu, Yanguang Bi, Shaoting Zhang

* 10 pages(3 pages appendix), 2 figures, Accepted by Conference IJCAI2021, which is its extended version 

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MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning


Apr 25, 2021
Xiangde Luo, Guotai Wang, Tao Song, Jingyang Zhang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang

* 17 pages, 16 figures 

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SCPM-Net: An Anchor-free 3D Lung Nodule Detection Network using Sphere Representation and Center Points Matching


Apr 12, 2021
Xiangde Luo, Tao Song, Guotai Wang, Jieneng Chen, Yinan Chen, Kang Li, Dimitris N. Metaxas, Shaoting Zhang

* An extension of this paper https://link.springer.com/chapter/10.1007/978-3-030-59725-2_53 (MICCAI2020 early accept), the first two authors contributed equally. Code: https://github.com/HiLab-git/SCPM-Net 

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Automatic Segmentation of Organs-at-Risk from Head-and-Neck CT using Separable Convolutional Neural Network with Hard-Region-Weighted Loss


Feb 03, 2021
Wenhui Lei, Haochen Mei, Zhengwentai Sun, Shan Ye, Ran Gu, Huan Wang, Rui Huang, Shichuan Zhang, Shaoting Zhang, Guotai Wang

* Accepted by Neurocomputing 

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Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning


Dec 29, 2020
Lu Wang, Dong Guo, Guotai Wang, Shaoting Zhang

* 13 pages, 15 figures 

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Multi-modal AsynDGAN: Learn From Distributed Medical Image Data without Sharing Private Information


Dec 15, 2020
Qi Chang, Zhennan Yan, Lohendran Baskaran, Hui Qu, Yikai Zhang, Tong Zhang, Shaoting Zhang, Dimitris N. Metaxas

* arXiv admin note: text overlap with arXiv:2006.00080 

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One-Shot Object Localization in Medical Images based on Relative Position Regression


Dec 13, 2020
Wenhui Lei, Wei Xu, Ran Gu, Hao Fu, Shaoting Zhang, Guotai Wang


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Semi-supervised Segmentation via Uncertainty Rectified Pyramid Consistency and Its Application to Gross Target Volume of Nasopharyngeal Carcinoma


Dec 13, 2020
Xiangde Luo, Wenjun Liao, Jieneng Chen, Tao Song, Yinan Chen, Guotai Wang, Shaoting Zhang

* 13 pages, 3 figures 

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Learning Euler's Elastica Model for Medical Image Segmentation


Nov 01, 2020
Xu Chen, Xiangde Luo, Yitian Zhao, Shaoting Zhang, Guotai Wang, Yalin Zheng

* 9 pages, 4 figures 

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CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation


Sep 23, 2020
Ran Gu, Guotai Wang, Tao Song, Rui Huang, Michael Aertsen, Jan Deprest, Sébastien Ourselin, Tom Vercauteren, Shaoting Zhang


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UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation


Sep 16, 2020
Yuanfeng Ji, Ruimao Zhang, Zhen Li, Jiamin Ren, Shaoting Zhang, Ping Luo


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Semi-supervised Medical Image Segmentation through Dual-task Consistency


Sep 09, 2020
Xiangde Luo, Jieneng Chen, Tao Song, Yinan Chen, Guotai Wang, Shaoting Zhang

* 9 pages, 4 figures 

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Multi-organ Segmentation via Co-training Weight-averaged Models from Few-organ Datasets


Aug 17, 2020
Rui Huang, Yuanjie Zheng, Zhiqiang Hu, Shaoting Zhang, Hongsheng Li

* Accepted by MICCAI 2020 

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Weakly Supervised Deep Nuclei Segmentation Using Partial Points Annotation in Histopathology Images


Jul 10, 2020
Hui Qu, Pengxiang Wu, Qiaoying Huang, Jingru Yi, Zhennan Yan, Kang Li, Gregory M. Riedlinger, Subhajyoti De, Shaoting Zhang, Dimitris N. Metaxas

* 12 pages 

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Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks


Jul 07, 2020
Guotai Wang, Tao Song, Qiang Dong, Mei Cui, Ning Huang, Shaoting Zhang

* 14 pages, 10 figures 

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Uncertainty-Guided Efficient Interactive Refinement of Fetal Brain Segmentation from Stacks of MRI Slices


Jul 02, 2020
Guotai Wang, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren, Shaoting Zhang

* 10 pages, 4 figures, Accepted by MICCAI 2020 

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Weakly Supervised Vessel Segmentation in X-ray Angiograms by Self-Paced Learning from Noisy Labels with Suggestive Annotation


May 27, 2020
Jingyang Zhang, Guotai Wang, Hongzhi Xie, Shuyang Zhang, Ning Huang, Shaoting Zhang, Lixu Gu


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CFEA: Collaborative Feature Ensembling Adaptation for Domain Adaptation in Unsupervised Optic Disc and Cup Segmentation


Oct 16, 2019
Peng Liu, Bin Kong, Zhongyu Li, Shaoting Zhang, Ruogu Fang

* the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019) 

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Collaborative Multi-agent Learning for MR Knee Articular Cartilage Segmentation


Aug 13, 2019
Chaowei Tan, Zhennan Yan, Shaoting Zhang, Kang Li, Dimitris N. Metaxas


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Automatic Health Problem Detection from Gait Videos Using Deep Neural Networks


Jun 04, 2019
Rahil Mehrizi, Xi Peng, Shaoting Zhang, Ruisong Liao, Kang Li


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Residual Attention based Network for Hand Bone Age Assessment


Dec 21, 2018
Eric Wu, Bin Kong, Xin Wang, Junjie Bai, Yi Lu, Feng Gao, Shaoting Zhang, Kunlin Cao, Qi Song, Siwei Lyu, Youbing Yin


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Quantized Densely Connected U-Nets for Efficient Landmark Localization


Aug 10, 2018
Zhiqiang Tang, Xi Peng, Shijie Geng, Lingfei Wu, Shaoting Zhang, Dimitris Metaxas

* ECCV2018 

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