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Research

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Selected Publications

[1] Aggregated Residual Transformations for Deep Neural Networks [Arxiv] [Github]
Saining Xie, Ross Girshick, Piotr Dollár, Zhuowen Tu, Kaiming He
To Appear in CVPR 2017, Second Place at ILSVRC 2016 Classification Track

[2] Convolutional Pseudo-Prior for Structured Labeling [Arxiv]
Saining Xie*, Xun Huang* and Zhuowen Tu (*equal contribution.)
In Proceedings of ECCV 2016

[3] Holistically-Nested Edge Detection [Arxiv][Project Page][Pretrained-model on BSDS-500]
Saining Xie and Zhuowen Tu
In proceedings of ICCV 2015 (Oral), Marr Prize Honorable Mention Award

A longer journal version, with updated results and additional experiments accepted at IJCV 2017

[4] Hyper-class Augmented and Regularized Deep Learning for Fine-grained Image Classification [pdf][extended abstract] [Project Page]
Saining Xie, Tianbao Yang, Xiaoyu Wang, Yuanqing Lin
In Proceedings of CVPR 2015

[5] Deeply-Supervised Nets [pdf]
Chen-Yu Lee*, Saining Xie*, Patrick Gallagher, Zhengyou Zhang, Zhuowen Tu
(* indicates equal contributions) In Proceedings of AISTATS 2015

An earlier version presented as oral at Deep Learning and Representation Learning Workshop, NIPS 2014

[6] Perception Preserving Projections
Saining Xie, Jiashi Feng, Shuicheng Yan, Hongtao Lu
In proceedings of BMVC 2013 (Oral)