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Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning


Feb 21, 2021
Fatemeh Haghighi, Mohammad Reza Hosseinzadeh Taher, Zongwei Zhou, Michael B. Gotway, Jianming Liang

* Journal version of arXiv:2007.06959, accepted by IEEE Transactions on Medical Imaging (TMI) 

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Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration


Jul 14, 2020
Fatemeh Haghighi, Mohammad Reza Hosseinzadeh Taher, Zongwei Zhou, Michael B. Gotway, Jianming Liang

* International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2020) 

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Models Genesis


Apr 09, 2020
Zongwei Zhou, Vatsal Sodha, Jiaxuan Pang, Michael B. Gotway, Jianming Liang

* arXiv admin note: text overlap with arXiv:1908.06912 

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UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation


Jan 28, 2020
Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh, Jianming Liang

* Journal of IEEE Transactions on Medical Imaging 

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Scale MLPerf-0.6 models on Google TPU-v3 Pods


Oct 02, 2019
Sameer Kumar, Victor Bitorff, Dehao Chen, Chiachen Chou, Blake Hechtman, HyoukJoong Lee, Naveen Kumar, Peter Mattson, Shibo Wang, Tao Wang, Yuanzhong Xu, Zongwei Zhou


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Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization


Aug 29, 2019
Md Mahfuzur Rahman Siddiquee, Zongwei Zhou, Nima Tajbakhsh, Ruibin Feng, Michael B. Gotway, Yoshua Bengio, Jianming Liang


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Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis


Aug 19, 2019
Zongwei Zhou, Vatsal Sodha, Md Mahfuzur Rahman Siddiquee, Ruibin Feng, Nima Tajbakhsh, Michael B. Gotway, Jianming Liang

* International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 

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UNet++: A Nested U-Net Architecture for Medical Image Segmentation


Jul 18, 2018
Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh, Jianming Liang

* 8 pages, 3 figures, 3 tables, accepted by 4th Deep Learning in Medical Image Analysis (DLMIA) Workshop 

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AFT*: Integrating Active Learning and Transfer Learning to Reduce Annotation Efforts


Feb 07, 2018
Zongwei Zhou, Jae Y. Shin, Suryakanth R. Gurudu, Michael B. Gotway, Jianming Liang

* 14 pages, 11 figures, 5 tables 

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Comparison of machine learning methods for classifying mediastinal lymph node metastasis of non-small cell lung cancer from 18F-FDG PET/CT images


Feb 07, 2017
Hongkai Wang, Zongwei Zhou, Yingci Li, Zhonghua Chen, Peiou Lu, Wenzhi Wang, Wanyu Liu, Lijuan Yu


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