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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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Countering Malicious DeepFakes: Survey, Battleground, and Horizon


Feb 27, 2021
Felix Juefei-Xu, Run Wang, Yihao Huang, Qing Guo, Lei Ma, Yang Liu

* 34 pages, 14 figures 

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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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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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