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Network Pruning via Resource Reallocation


Mar 02, 2021
Yuenan Hou, Zheng Ma, Chunxiao Liu, Zhe Wang, Chen Change Loy

* 12 pages, 11 figures, 7 tables 

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Linear Frequency Principle Model to Understand the Absence of Overfitting in Neural Networks


Jan 30, 2021
Yaoyu Zhang, Tao Luo, Zheng Ma, Zhi-Qin John Xu

* to appear in Chinese Physics Letters 

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Fourier-domain Variational Formulation and Its Well-posedness for Supervised Learning


Dec 06, 2020
Tao Luo, Zheng Ma, Zhiwei Wang, Zhi-Qin John Xu, Yaoyu Zhang

* 18 pages, 5 figures 

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On the exact computation of linear frequency principle dynamics and its generalization


Oct 15, 2020
Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang

* Authors are listed alphabetically. arXiv admin note: substantial text overlap with arXiv:1905.10264 

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Phase diagram for two-layer ReLU neural networks at infinite-width limit


Jul 15, 2020
Tao Luo, Zhi-Qin John Xu, Zheng Ma, Yaoyu Zhang


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Path Integral Based Convolution and Pooling for Graph Neural Networks


Jul 08, 2020
Zheng Ma, Junyu Xuan, Yu Guang Wang, Ming Li, Pietro Lio

* 15 pages, 4 figures, 6 tables. arXiv admin note: text overlap with arXiv:1904.10996 

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Inter-Region Affinity Distillation for Road Marking Segmentation


Apr 11, 2020
Yuenan Hou, Zheng Ma, Chunxiao Liu, Tak-Wai Hui, Chen Change Loy

* 10 pages, 10 figures; This paper is accepted by CVPR 2020; Our code is available at https://github.com/cardwing/Codes-for-IntRA-KD 

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What's the relationship between CNNs and communication systems?


Mar 03, 2020
Hao Ge, Xiaoguang Tu, Yanxiang Gong, Mei Xie, Zheng Ma

* Deep learning, adversarial example, interpretability 

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Defending from adversarial examples with a two-stream architecture


Dec 30, 2019
Hao Ge, Xiaoguang Tu, Mei Xie, Zheng Ma

* 10 pages, 5 figures 

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HaarPooling: Graph Pooling with Compressive Haar Basis


Sep 25, 2019
Yu Guang Wang, Ming Li, Zheng Ma, Guido Montufar, Xiaosheng Zhuang, Yanan Fan

* 16 pages, 5 figures, 4 tables 

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Focus-Enhanced Scene Text Recognition with Deformable Convolutions


Sep 23, 2019
Linjie Deng, Yanxiang Gong, Xinchen Lu, Xin Yi, Zheng Ma, Mei Xie


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STELA: A Real-Time Scene Text Detector with Learned Anchor


Sep 23, 2019
Linjie Deng, Yanxiang Gong, Xinchen Lu, Yi Lin, Zheng Ma, Mei Xie


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Learning Lightweight Lane Detection CNNs by Self Attention Distillation


Aug 02, 2019
Yuenan Hou, Zheng Ma, Chunxiao Liu, Chen Change Loy

* 9 pages, 8 figures; This paper is accepted by ICCV 2019; Our code is available at https://github.com/cardwing/Codes-for-Lane-Detection 

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Fast Haar Transforms for Graph Neural Networks


Jul 23, 2019
Ming Li, Zheng Ma, Yu Guang Wang, Xiaosheng Zhuang

* 11 pages, 4 figures, 3 tables 

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Haar Transforms for Graph Neural Networks


Jul 10, 2019
Ming Li, Zheng Ma, Yu Guang Wang, Xiaosheng Zhuang

* 11 pages, 4 figures, 3 tables 

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Theory of the Frequency Principle for General Deep Neural Networks


Jul 02, 2019
Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang

* under review 

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Explicitizing an Implicit Bias of the Frequency Principle in Two-layer Neural Networks


May 24, 2019
Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma


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A type of generalization error induced by initialization in deep neural networks


May 19, 2019
Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma

* 9 pages, 4 figures 

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PAN: Path Integral Based Convolution for Deep Graph Neural Networks


Apr 24, 2019
Zheng Ma, Ming Li, Yuguang Wang


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Joint 3D Face Reconstruction and Dense Face Alignment from A Single Image with 2D-Assisted Self-Supervised Learning


Mar 22, 2019
Xiaoguang Tu, Jian Zhao, Zihang Jiang, Yao Luo, Mei Xie, Yang Zhao, Linxiao He, Zheng Ma, Jiashi Feng

* 10 pages, 7figures, 3 tables 

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A Dual Symmetric Gauss-Seidel Alternating Direction Method of Multipliers for Hyperspectral Sparse Unmixing


Feb 25, 2019
Longfei Ren, Chengjing Wang, Peipei Tang, Zheng Ma

* 15 pages, 9 figures 

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Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks


Jan 26, 2019
Zhi-Qin John Xu, Yaoyu Zhang, Tao Luo, Yanyang Xiao, Zheng Ma

* 7 pages, 4 figures, under review of ICML 

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Generating Text Sequence Images for Recognition


Jan 21, 2019
Yanxiang Gong, Linjie Deng, Zheng Ma, Mei Xie


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Enhance the Motion Cues for Face Anti-Spoofing using CNN-LSTM Architecture


Jan 17, 2019
Xiaoguang Tu, Hengsheng Zhang, Mei Xie, Yao Luo, Yuefei Zhang, Zheng Ma

* 20 pages; 3 figures; 3 tables 

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Deep Transfer Across Domains for Face Anti-spoofing


Jan 17, 2019
Xiaoguang Tu, Hengsheng Zhang, Mei Xie, Yao Luo, Yuefei Zhang, Zheng Ma

* 8 pages; 3 figures; 2 tables 

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Learning Generalizable and Identity-Discriminative Representations for Face Anti-Spoofing


Jan 17, 2019
Xiaoguang Tu, Jian Zhao, Mei Xie, Guodong Du, Hengsheng Zhang, Jianshu Li, Zheng Ma, Jiashi Feng

* 8 pages; 8 figures; 4 tables 

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