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What Deep CNNs Benefit from Global Covariance Pooling: An Optimization Perspective

Mar 25, 2020
Qilong Wang, Li Zhang, Banggu Wu, Dongwei Ren, Peihua Li, Wangmeng Zuo, Qinghua Hu

* Accepted to CVPR 2020; Project Page: 

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Drone-based Joint Density Map Estimation, Localization and Tracking with Space-Time Multi-Scale Attention Network

Dec 04, 2019
Longyin Wen, Dawei Du, Pengfei Zhu, Qinghua Hu, Qilong Wang, Liefeng Bo, Siwei Lyu

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ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks

Oct 08, 2019
Qilong Wang, Banggu Wu, Pengfei Zhu, Peihua Li, Wangmeng Zuo, Qinghua Hu

* Project Page: 

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Neural Blind Deconvolution Using Deep Priors

Aug 06, 2019
Dongwei Ren, Kai Zhang, Qilong Wang, Qinghua Hu, Wangmeng Zuo

* The source code is available at, and the supplementary file is at 

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Data Augmentation for Object Detection via Progressive and Selective Instance-Switching

Jun 02, 2019
Hao Wang, Qilong Wang, Fan Yang, Weiqi Zhang, Wangmeng Zuo

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Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization

Apr 15, 2019
Qilong Wang, Jiangtao Xie, Wangmeng Zuo, Lei Zhang, Peihua Li

* Submitted for review. Code is at 

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Global Second-order Pooling Convolutional Networks

Nov 30, 2018
Zilin Gao, Jiangtao Xie, Qilong Wang, Peihua Li

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Multi-scale Location-aware Kernel Representation for Object Detection

Apr 02, 2018
Hao Wang, Qilong Wang, Mingqi Gao, Peihua Li, Wangmeng Zuo

* Accepted by CVPR2018 

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Is Second-order Information Helpful for Large-scale Visual Recognition?

Apr 01, 2018
Peihua Li, Jiangtao Xie, Qilong Wang, Wangmeng Zuo

* accepted to ICCV 2017 

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Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization

Apr 01, 2018
Peihua Li, Jiangtao Xie, Qilong Wang, Zilin Gao

* Accepted to CVPR 2018 

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Mind the Class Weight Bias: Weighted Maximum Mean Discrepancy for Unsupervised Domain Adaptation

May 01, 2017
Hongliang Yan, Yukang Ding, Peihua Li, Qilong Wang, Yong Xu, Wangmeng Zuo

* 10 pages, 5 figures, accepted by CVPR17 

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Towards Effective Codebookless Model for Image Classification

Jul 20, 2015
Qilong Wang, Peihua Li, Lei Zhang, Wangmeng Zuo

* Pattern Recognition 59 (2016) 63-71 

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