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A Dynamic Data Driven Approach for Explainable Scene Understanding



Zachary A Daniels , Dimitris Metaxas

* Unpublished draft of book chapter 

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DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method



Qi Chang , Zhennan Yan , Mu Zhou , Di Liu , Khalid Sawalha , Meng Ye , Qilong Zhangli , Mikael Kanski , Subhi Al Aref , Leon Axel , Dimitris Metaxas

* MICCAI2022 

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A Manifold View of Adversarial Risk



Wenjia Zhang , Yikai Zhang , Xiaoling Hu , Mayank Goswami , Chao Chen , Dimitris Metaxas


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Global Matching with Overlapping Attention for Optical Flow Estimation



Shiyu Zhao , Long Zhao , Zhixing Zhang , Enyu Zhou , Dimitris Metaxas

* Accepted to CVPR 2022 (with additional figures) 

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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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Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning



Ligong Han , Jian Ren , Hsin-Ying Lee , Francesco Barbieri , Kyle Olszewski , Shervin Minaee , Dimitris Metaxas , Sergey Tulyakov

* Accepted to CVPR 2022 

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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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Modality Bank: Learn multi-modality images across data centers without sharing medical data



Qi Chang , Hui Qu , Zhennan Yan , Yunhe Gao , Lohendran Baskaran , Dimitris Metaxas

* arXiv admin note: substantial text overlap with arXiv:2012.08604 

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Contrastive and Selective Hidden Embeddings for Medical Image Segmentation



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


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