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PseudoSeg: Designing Pseudo Labels for Semantic Segmentation

Oct 19, 2020
Yuliang Zou, Zizhao Zhang, Han Zhang, Chun-Liang Li, Xiao Bian, Jia-Bin Huang, Tomas Pfister

* Project page: https://yuliang.vision/pseudo_seg/ 

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Image Augmentations for GAN Training

Jun 04, 2020
Zhengli Zhao, Zizhao Zhang, Ting Chen, Sameer Singh, Han Zhang


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A Simple Semi-Supervised Learning Framework for Object Detection

May 10, 2020
Kihyuk Sohn, Zizhao Zhang, Chun-Liang Li, Han Zhang, Chen-Yu Lee, Tomas Pfister


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Improved Consistency Regularization for GANs

Feb 11, 2020
Zhengli Zhao, Sameer Singh, Honglak Lee, Zizhao Zhang, Augustus Odena, Han Zhang

* Augustus Odena and Han Zhang contributed equally 

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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

Jan 21, 2020
Kihyuk Sohn, David Berthelot, Chun-Liang Li, Zizhao Zhang, Nicholas Carlini, Ekin D. Cubuk, Alex Kurakin, Han Zhang, Colin Raffel


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Distance-Based Learning from Errors for Confidence Calibration

Dec 03, 2019
Chen Xing, Sercan Arik, Zizhao Zhang, Tomas Pfister


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Consistency Regularization for Generative Adversarial Networks

Oct 26, 2019
Han Zhang, Zizhao Zhang, Augustus Odena, Honglak Lee


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Consistency-Based Semi-Supervised Active Learning: Towards Minimizing Labeling Cost

Oct 16, 2019
Mingfei Gao, Zizhao Zhang, Guo Yu, Sercan O. Arik, Larry S. Davis, Tomas Pfister


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IEG: Robust Neural Network Training to Tackle Severe Label Noise

Oct 13, 2019
Zizhao Zhang, Han Zhang, Sercan O. Arik, Honglak Lee, Tomas Pfister

* v1: first committed preprint, v2: remove small typos in text and figures 

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Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition

Feb 08, 2019
Zizhao Zhang, Adriana Romero, Matthew J. Muckley, Pascal Vincent, Lin Yang, Michal Drozdzal


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fastMRI: An Open Dataset and Benchmarks for Accelerated MRI

Nov 21, 2018
Jure Zbontar, Florian Knoll, Anuroop Sriram, Matthew J. Muckley, Mary Bruno, Aaron Defazio, Marc Parente, Krzysztof J. Geras, Joe Katsnelson, Hersh Chandarana, Zizhao Zhang, Michal Drozdzal, Adriana Romero, Michael Rabbat, Pascal Vincent, James Pinkerton, Duo Wang, Nafissa Yakubova, Erich Owens, C. Lawrence Zitnick, Michael P. Recht, Daniel K. Sodickson, Yvonne W. Lui

* 29 pages, 8 figures 

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Hypergraph Neural Networks

Sep 25, 2018
Yifan Feng, Haoxuan You, Zizhao Zhang, Rongrong Ji, Yue Gao


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Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network

Apr 06, 2018
Zizhao Zhang, Yuanpu Xie, Lin Yang

* CVPR2018 Spotlight 

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Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network

Feb 27, 2018
Zizhao Zhang, Lin Yang, Yefeng Zheng

* To appear in CVPR2018 

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Revisiting Graph Construction for Fast Image Segmentation

Dec 02, 2017
Zizhao Zhang, Fuyong Xing, Hanzi Wang, Yan Yan, Ying Huang, Xiaoshuang Shi, Lin Yang

* To appear in PR 

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Recent Advances in the Applications of Convolutional Neural Networks to Medical Image Contour Detection

Aug 24, 2017
Zizhao Zhang, Fuyong Xing, Hai Su, Xiaoshuang Shi, Lin Yang


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TandemNet: Distilling Knowledge from Medical Images Using Diagnostic Reports as Optional Semantic References

Aug 10, 2017
Zizhao Zhang, Pingjun Chen, Manish Sapkota, Lin Yang

* MICCAI2017 Oral 

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MDNet: A Semantically and Visually Interpretable Medical Image Diagnosis Network

Jul 08, 2017
Zizhao Zhang, Yuanpu Xie, Fuyong Xing, Mason McGough, Lin Yang

* CVPR2017 Oral 

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SemiContour: A Semi-supervised Learning Approach for Contour Detection

May 17, 2016
Zizhao Zhang, Fuyong Xing, Xiaoshuang Shi, Lin Yang

* Accepted by Computer Vision and Pattern Recognition (CVPR) 2016 

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