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Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation

Oct 16, 2020
Ruohua Shi, Wenyao Wang, Zhixuan Li, Liuyuan He, Kaiwen Sheng, Lei Ma, Kai Du, Tingting Jiang, Tiejun Huang

* submitted to ICLR 2021 

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EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining

Sep 19, 2020
Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Wei Feng, Yang Liu

* 9 pages, 9 figures 

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FakeRetouch: Evading DeepFakes Detection via the Guidance of Deliberate Noise

Sep 19, 2020
Yihao Huang, Felix Juefei-Xu, Qing Guo, Xiaofei Xie, Lei Ma, Weikai Miao, Yang Liu, Geguang Pu

* 9 pages 

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It's Raining Cats or Dogs? Adversarial Rain Attack on DNN Perception

Sep 19, 2020
Liming Zhai, Felix Juefei-Xu, Qing Guo, Xiaofei Xie, Lei Ma, Wei Feng, Shengchao Qin, Yang Liu


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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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FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction

Jun 13, 2020
Yihao Huang, Felix Juefei-Xu, Run Wang, Qing Guo, Lei Ma, Xiaofei Xie, Jianwen Li, Weikai Miao, Yang Liu, Geguang Pu

* 10 pages 

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An Auto-Context Deformable Registration Network for Infant Brain MRI

May 19, 2020
Dongming Wei, Sahar Ahmad, Yunzhi Huang, Lei Ma, Qian Wang, Pew-Thian Yap, Dinggang Shen


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Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning

May 14, 2020
Jianwen Sun, Tianwei Zhang, Xiaofei Xie, Lei Ma, Yan Zheng, Kangjie Chen, Yang Liu


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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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FakeLocator: Robust Localization of GAN-Based Face Manipulations via Semantic Segmentation Networks with Bells and Whistles

Feb 21, 2020
Yihao Huang, Felix Juefei-Xu, Run Wang, Xiaofei Xie, Lei Ma, Jianwen Li, Weikai Miao, Yang Liu, Geguang Pu

* 7 pages 

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Towards Byzantine-resilient Learning in Decentralized Systems

Feb 20, 2020
Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu


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ABBA: Saliency-Regularized Motion-Based Adversarial Blur Attack

Feb 10, 2020
Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jian Wang, Wei Feng, Yang Liu

* 9 pages, 7 figures 

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Amora: Black-box Adversarial Morphing Attack

Dec 09, 2019
Run Wang, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Yihao Huang, Yang Liu


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SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking

Nov 26, 2019
Qing Guo, Xiaofei Xie, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu

* 10 pages, 4 figures 

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Spatial-aware Online Adversarial Perturbations Against Visual Object Tracking

Oct 19, 2019
Qing Guo, Xiaofei Xie, Lei Ma, Zhongguo Li, Wei Feng, Yang Liu

* 9 pages, 2 figures 

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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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FakeSpotter: A Simple Baseline for Spotting AI-Synthesized Fake Faces

Sep 13, 2019
Run Wang, Lei Ma, Felix Juefei-Xu, Xiaofei Xie, Jian Wang, Yang Liu


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Machine Learning Testing: Survey, Landscapes and Horizons

Jun 19, 2019
Jie M. Zhang, Mark Harman, Lei Ma, Yang Liu


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Hierarchy Neighborhood Discriminative Hashing for An Unified View of Single-Label and Multi-Label Image retrieval

Jan 11, 2019
Lei Ma, Hongliang Li, Qingbo Wu, Fanman Meng, King Ngi Ngan


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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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DeepLaser: Practical Fault Attack on Deep Neural Networks

Sep 29, 2018
Jakub Breier, Xiaolu Hou, Dirmanto Jap, Lei Ma, Shivam Bhasin, Yang Liu

* 11 pages 

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Metamorphic Relation Based Adversarial Attacks on Differentiable Neural Computer

Sep 07, 2018
Alvin Chan, Lei Ma, Felix Juefei-Xu, Xiaofei Xie, Yang Liu, Yew Soon Ong


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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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