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LGNN: A Context-aware Line Segment Detector

Aug 29, 2020
Quan Meng, Jiakai Zhang, Qiang Hu, Xuming He, Jingyi Yu

* 9 pages, 7 figures 

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LGNN: a Context-aware Line Segment Detector

Aug 13, 2020
Quan Meng, Jiakai Zhang, Qiang Hu, Xuming He, Jingyi Yu

* 9 pages, 7 figures 

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Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty

Apr 24, 2020
Xiyue Zhang, Xiaofei Xie, Lei Ma, Xiaoning Du, Qiang Hu, Yang Liu, Jianjun Zhao, Meng Sun

* 13 pages 

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An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms

Sep 15, 2019
Qianyu Guo, Sen Chen, Xiaofei Xie, Lei Ma, Qiang Hu, Hongtao Liu, Yang Liu, Jianjun Zhao, Xiaohong Li


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An Orchestrated Empirical Study on Deep Learning Frameworks and Platforms

Nov 13, 2018
Qianyu Guo, Xiaofei Xie, Lei Ma, Qiang Hu, Ruitao Feng, Li Li, Yang Liu, Jianjun Zhao, Xiaohong Li


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Nearly-tight bounds on linear regions of piecewise linear neural networks

Nov 01, 2018
Qiang Hu, Hao Zhang

* Counting linear regions of neural networks 

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Secure Deep Learning Engineering: A Software Quality Assurance Perspective

Oct 10, 2018
Lei Ma, Felix Juefei-Xu, Minhui Xue, Qiang Hu, Sen Chen, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See


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