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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: 

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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 

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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: 

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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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Robust Conditional GAN from Uncertainty-Aware Pairwise Comparisons

Nov 21, 2019
Ligong Han, Ruijiang Gao, Mun Kim, Xin Tao, Bo Liu, Dimitris Metaxas

* 15 pages with 17 figures 

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Unsupervised Domain Adaptation via Calibrating Uncertainties

Jul 25, 2019
Ligong Han, Yang Zou, Ruijiang Gao, Lezi Wang, Dimitris Metaxas

* The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2019, pp. 99-102 
* 4 pages 

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Effective 3D Humerus and Scapula Extraction using Low-contrast and High-shape-variability MR Data

Feb 22, 2019
Xiaoxiao He, Chaowei Tan, Yuting Qiao, Virak Tan, Dimitris Metaxas, Kang Li

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MRI Reconstruction via Cascaded Channel-wise Attention Network

Oct 18, 2018
Qiaoying Huang, Dong Yang, Pengxiang Wu, Hui Qu, Jingru Yi, Dimitris Metaxas

* 4 pages, 2 figures 

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