Representative Work
Deep
Learning
![]() DSN
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Chen-Yu Lee*, Saining Xie*, Patrick Gallagher, Zhengyou Zhang, and Zhuowen Tu, "Deeply-Supervised Nets", AISTATS, 2015. (*equal contribution) (pdf) (an early arxiv version, oral at NIPS14 Deep Learning Workshop) (project page) |
![]() HED
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Saining Xie and Zhuowen Tu, "Holistically-Nested Edge Detection", ICCV15 (Marr Prize Honorable Mention), arXiv:1504.06375, 2015. (trained models and code) |
![]() GPooling
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Chen-Yu Lee, Patrick Gallagher, and Zhuowen Tu, "Generalizing Pooling Functions in CNNs: Mixed, Gated, and Tree", arXiv:1509.08985, 2015. |
![]() ConvPP
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Saining Xie*, Xun Huang*, and Zhuowen Tu, "Convolutional Pseudo-Prior for Structured Labeling", arXiv:1511.07409, 2015. (*equal contribution) |
![]() GeneratorCNN
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Patrick Gallagher, Shuai Tang, and Zhuowen Tu, "What Happened to My Dog in That Network: Unraveling Top-down Generators in Convolutional Neural Networks", arXiv:1511.07125, 2015. |
Object Detection
![]() ICF
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Piotr Dollár, Zhuowen Tu, Pietro Perona, and Serge Belongie, "Integral Channel Features", Proc. of British Machine Vision Conference (BMVC), 2009 (pdf). |
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Cong Yao, Xiang Bai, Wenyu Liu, Yi Ma, and Zhuowen Tu, "Detecting Texts of Arbitrary Orientations in Natural Images", CVPR 2012. (pdf) (data) |
Structured Prediction
![]() Auto-Context
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Quannan Li, Jingdong Wang, David Wipf, and
Zhuowen Tu Zhuowen Tu and Xiang Bai Zhuowen Tu |
![]() Hybrid DG
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Zhuowen Tu, Katherin Narr, Piotr Dollar, Iov Dinov, Paul
Thompson, and Arthur Toga |
![]() Image Parsing
|
Zhuowen Tu, Xiangrong Chen, Alan Yuille, and Song-Chun Zhu |
![]() DDMCMC
|
Zhuowen Tu and Song-Chun Zhu |
Discriminative and Generaive Model
Learning
![]() GDL
|
Zhuowen Tu |
![]() PBT
|
Zhuowen Tu |
Weakly
Supervised Visual Representation Construction
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Xinggang Wang, Baoyuan Wang, Xiang Bai, Wenyu Liu, and Zhuowen
Tu Quannan Li, Jiajun Wu, and Zhuowen Tu Jun Zhu, Baoyuan Wang, Xiaokang Yang, Wenjun Zhang, and
Zhuowen Tu |
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Jun-Yan Zhu, Jiajun Wu, Yichen Wei, Eric Chang, and Zhuowen Tu Xinggang Wang, Zhengdong Zhang, Yi Ma, Xiang Bai, Wenyu Liu,
and Zhuowen Tu |
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Yan Xua, Jun-Yan Zhu, Eric I-Chao Chang, Maode Lai, and
Zhuowen Tu Yan Xu*, Jun-Yan Zhu*, Eric Chang, and Zhuowen Tu (*
indicates equal contributions)
|
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Piotr Dollar, Boris
Babenko, Serge Belongie, Pietro Perona, and Zhuowen Tu |
Funding Supports:
NSF IIS-1717431
NSF IIS-1618477
Northrop Grumman Contextual Robotics grants
NSF IIS-1216528 (IIS-1360566)
NSF IIS-0844566 (IIS-1360568)
ONR N000140910099