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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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Global and Local Interpretation of black-box Machine Learning models to determine prognostic factors from early COVID-19 data


Sep 10, 2021
Ananya Jana, Carlos D. Minacapelli, Vinod Rustgi, Dimitris Metaxas

* accepted by SIPAIM 2021, code repository: https://github.com/ananyajana/interpretablecovid19 

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Dual Projection Generative Adversarial Networks for Conditional Image Generation


Aug 20, 2021
Ligong Han, Martin Renqiang Min, Anastasis Stathopoulos, Yu Tian, Ruijiang Gao, Asim Kadav, Dimitris Metaxas

* Accepted at ICCV-21 

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UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation


Jul 02, 2021
Yunhe Gao, Mu Zhou, Dimitris Metaxas

* Accepted by MICCAI 2021 

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Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial Training


Mar 30, 2021
Yunhe Gao, Zhiqiang Tang, Mu Zhou, Dimitris Metaxas

* Accepted by IPMI 2021 

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DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance Images


Mar 29, 2021
Meng Ye, Mikael Kanski, Dong Yang, Qi Chang, Zhennan Yan, Qiaoying Huang, Leon Axel, Dimitris Metaxas

* CVPR 2021 Oral 

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Liver Fibrosis and NAS scoring from CT images using self-supervised learning and texture encoding


Mar 15, 2021
Ananya Jana, Hui Qu, Carlos D. Minacapelli, Carolyn Catalano, Vinod Rustgi, Dimitris Metaxas

* 5 pages, 2 figures, accepted at ISBI 2021, code at this URL: https://github.com/ananyajana/fibrosis_code 

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Training Federated GANs with Theoretical Guarantees: A Universal Aggregation Approach


Feb 09, 2021
Yikai Zhang, Hui Qu, Qi Chang, Huidong Liu, Dimitris Metaxas, Chao Chen


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SelfNorm and CrossNorm for Out-of-Distribution Robustness


Feb 04, 2021
Zhiqiang Tang, Yunhe Gao, Yi Zhu, Zhi Zhang, Mu Li, Dimitris Metaxas

* Technical report 

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A Topological Filter for Learning with Label Noise


Dec 09, 2020
Pengxiang Wu, Songzhu Zheng, Mayank Goswami, Dimitris Metaxas, Chao Chen

* NeurIPS 2020 

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Learning View-Disentangled Human Pose Representation by Contrastive Cross-View Mutual Information Maximization


Dec 02, 2020
Long Zhao, Yuxiao Wang, Jiaping Zhao, Liangzhe Yuan, Jennifer J. Sun, Florian Schroff, Hartwig Adam, Xi Peng, Dimitris Metaxas, Ting Liu


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Error-Bounded Correction of Noisy Labels


Nov 19, 2020
Songzhu Zheng, Pengxiang Wu, Aman Goswami, Mayank Goswami, Dimitris Metaxas, Chao Chen


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Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness


Oct 15, 2020
Long Zhao, Ting Liu, Xi Peng, Dimitris Metaxas

* Accepted to NeurIPS 2020. Code is available at https://github.com/garyzhao/ME-ADA 

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Deep Learning based NAS Score and Fibrosis Stage Prediction from CT and Pathology Data


Sep 22, 2020
Ananya Jana, Hui Qu, Puru Rattan, Carlos D. Minacapelli, Vinod Rustgi, Dimitris Metaxas

* 6 pages, 3 figures. Accepted in IEEE BIBE 2020 

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Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors


Aug 29, 2020
Jingru Yi, Pengxiang Wu, Bo Liu, Qiaoying Huang, Hui Qu, Dimitris Metaxas

* Accepted to WACV2021 

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Measure Anatomical Thickness from Cardiac MRI with Deep Neural Networks


Aug 25, 2020
Qiaoying Huang, Eric Z. Chen, Hanchao Yu, Yimo Guo, Terrence Chen, Dimitris Metaxas, Shanhui Sun

* Accepted by STACOM 2020 

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OnlineAugment: Online Data Augmentation with Less Domain Knowledge


Aug 22, 2020
Zhiqiang Tang, Yunhe Gao, Leonid Karlinsky, Prasanna Sattigeri, Rogerio Feris, Dimitris Metaxas

* ECCV2020 

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Enhanced MRI Reconstruction Network using Neural Architecture Search


Aug 19, 2020
Qiaoying Huang, Dong Yang, Yikun Xian, Pengxiang Wu, Jingru Yi, Hui Qu, Dimitris Metaxas

* 10 pages. Code will be released soon 

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PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data


Aug 18, 2020
Meng Ye, Qiaoying Huang, Dong Yang, Pengxiang Wu, Jingru Yi, Leon Axel, Dimitris Metaxas


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Learn distributed GAN with Temporary Discriminators


Jul 17, 2020
Hui Qu, Yikai Zhang, Qi Chang, Zhennan Yan, Chao Chen, Dimitris Metaxas

* Accepted by ECCV2020. Code: https://github.com/huiqu18/TDGAN-PyTorch 

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Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data


Jun 14, 2020
Qi Chang, Hui Qu, Yikai Zhang, Mert Sabuncu, Chao Chen, Tong Zhang, Dimitris Metaxas

* The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 13856-13866 

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Unbiased Auxiliary Classifier GANs with MINE


Jun 13, 2020
Ligong Han, Anastasis Stathopoulos, Tao Xue, Dimitris Metaxas

* Accepted at CVPRW-20 

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MotionNet: Joint Perception and Motion Prediction for Autonomous Driving Based on Bird's Eye View Maps


Mar 15, 2020
Pengxiang Wu, Siheng Chen, Dimitris Metaxas

* CVPR 2020 

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Point Cloud Processing via Recurrent Set Encoding


Nov 25, 2019
Pengxiang Wu, Chao Chen, Jingru Yi, Dimitris Metaxas

* AAAI2019 

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