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Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation


Jul 18, 2022
Xinyu Shi, Dong Wei, Yu Zhang, Donghuan Lu, Munan Ning, Jiashun Chen, Kai Ma, Yefeng Zheng

* ECCV 2022 

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Deformer: Towards Displacement Field Learning for Unsupervised Medical Image Registration


Jul 07, 2022
Jiashun Chen, Donghuan Lu, Yu Zhang, Dong Wei, Munan Ning, Xinyu Shi, Zhe Xu, Yefeng Zheng


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mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation


Jun 06, 2022
Yao Zhang, Nanjun He, Jiawei Yang, Yuexiang Li, Dong Wei, Yawen Huang, Yang Zhang, Zhiqiang He, Yefeng Zheng

* Accepted to MICCAI 2022 

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Adaptive Convolutional Dictionary Network for CT Metal Artifact Reduction


May 16, 2022
Hong Wang, Yuexiang Li, Deyu Meng, Yefeng Zheng

* the 31st International Joint Conference on Artificial Intelligence 2022 
* https://github.com/hongwang01/ACDNet 

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Robust Representation via Dynamic Feature Aggregation


May 16, 2022
Haozhe Liu, Haoqin Ji, Yuexiang Li, Nanjun He, Haoqian Wu, Feng Liu, Linlin Shen, Yefeng Zheng


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"My nose is running.""Are you also coughing?": Building A Medical Diagnosis Agent with Interpretable Inquiry Logics


May 02, 2022
Wenge Liu, Yi Cheng, Hao Wang, Jianheng Tang, Yafei Liu, Ruihui Zhao, Wenjie Li, Yefeng Zheng, Xiaodan Liang

* Accepted by IJCAI 2022 

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Learning Shape Priors by Pairwise Comparison for Robust Semantic Segmentation


Apr 23, 2022
Cong Xie, Hualuo Liu, Shilei Cao, Dong Wei, Kai Ma, Liansheng Wang, Yefeng Zheng

* IEEE ISBI 2021 

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DFTR: Depth-supervised Fusion Transformer for Salient Object Detection


Apr 11, 2022
Heqin Zhu, Xu Sun, Yuexiang Li, Kai Ma, S. Kevin Zhou, Yefeng Zheng

* 15 pages, 5 figures, 4 tables 

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Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation


Mar 19, 2022
Cheng Bian, Chenglang Yuan, Kai Ma, Shuang Yu, Dong Wei, Yefeng Zheng

* IEEE TMI 

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