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Learning to Adversarially Blur Visual Object Tracking


Jul 26, 2021
Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, Jianjun Zhao

* This work has been accepted to ICCV2021. 12 pages, 5 figures 

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DeepMix: Online Auto Data Augmentation for Robust Visual Object Tracking


May 03, 2021
Ziyi Cheng, Xuhong Ren, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao

* 6 pages, 2 figures. This work has been accepted to ICME 2021 

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DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment


Nov 19, 2020
Bing Yu, Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jianjun Zhao

* 14 pages; 5 figures 

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DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms


Jun 13, 2020
Hua Qi, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Wei Feng, Yang Liu, Jianjun Zhao

* 11 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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DeepCruiser: Automated Guided Testing for Stateful Deep Learning Systems


Dec 13, 2018
Xiaoning Du, Xiaofei Xie, Yi Li, Lei Ma, Jianjun Zhao, Yang Liu


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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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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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Coverage-Guided Fuzzing for Deep Neural Networks


Sep 07, 2018
Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Hongxu Chen, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See


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DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems


Aug 14, 2018
Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang

* DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems. In Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE 18), September 3-7, 2018, Montpellier, France 
* The 33rd IEEE/ACM International Conference on Automated Software Engineering (ASE 2018) 

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Combinatorial Testing for Deep Learning Systems


Jun 20, 2018
Lei Ma, Fuyuan Zhang, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Yadong Wang


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