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TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers



Di Liu , Yunhe Gao , Qilong Zhangli , Zhennan Yan , Mu Zhou , Dimitris Metaxas


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Region Proposal Rectification Towards Robust Instance Segmentation of Biological Images



Qilong Zhangli , Jingru Yi , Di Liu , Xiaoxiao He , Zhaoyang Xia , Haiming Tang , He Wang , Mu Zhou , Dimitris Metaxas


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A Multi-scale Transformer for Medical Image Segmentation: Architectures, Model Efficiency, and Benchmarks



Yunhe Gao , Mu Zhou , Di Liu , Dimitris Metaxas


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



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


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UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation



Yunhe Gao , Mu Zhou , Dimitris Metaxas

* Accepted by MICCAI 2021 

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Low-Dose CT Denoising Using a Structure-Preserving Kernel Prediction Network



Lu Xu , Yuwei Zhang , Ying Liu , Daoye Wang , Mu Zhou , Jimmy Ren , Zhaoxiang Ye

* ICIP2021 

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Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial Training



Yunhe Gao , Zhiqiang Tang , Mu Zhou , Dimitris Metaxas

* Accepted by IPMI 2021 

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Light-weight Calibrator: a Separable Component for Unsupervised Domain Adaptation



Shaokai Ye , Kailu Wu , Mu Zhou , Yunfei Yang , Sia huat Tan , Kaidi Xu , Jiebo Song , Chenglong Bao , Kaisheng Ma


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3-D Convolutional Neural Networks for Glioblastoma Segmentation



Darvin Yi , Mu Zhou , Zhao Chen , Olivier Gevaert


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