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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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Making Images Undiscoverable from Co-Saliency Detection

Sep 19, 2020
Ruijun Gao, Qing Guo, Felix Juefei-Xu, Hongkai Yu, Xuhong Ren, Wei Feng, Song Wang


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Bias Field Poses a Threat to DNN-based X-Ray Recognition

Sep 19, 2020
Binyu Tian, Qing Guo, Felix Juefei-Xu, Wen Le Chan, Yupeng Cheng, Xiaohong Li, Xiaofei Xie, Shengchao Qin

* 9 pages, 6 figures 

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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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Adversarial Exposure Attack on Diabetic Retinopathy Imagery

Sep 19, 2020
Yupeng Cheng, Felix Juefei-Xu, Qing Guo, Huazhu Fu, Xiaofei Xie, Shang-Wei Lin, Weisi Lin, Yang Liu


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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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Pasadena: Perceptually Aware and Stealthy Adversarial Denoise Attack

Jul 14, 2020
Yupeng Cheng, Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Shang-Wei Lin, Weisi Lin, Wei Feng, 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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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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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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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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RankGAN: A Maximum Margin Ranking GAN for Generating Faces

Dec 19, 2018
Rahul Dey, Felix Juefei-Xu, Vishnu Naresh Boddeti, Marios Savvides

* Best Student Paper Award at Asian Conference on Computer Vision (ACCV), 2018 at Perth, Australia. Includes main paper and supplementary material. Total 32 pages including references 

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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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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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Perturbative Neural Networks

Jun 05, 2018
Felix Juefei-Xu, Vishnu Naresh Boddeti, Marios Savvides

* To appear in CVPR 2018. http://xujuefei.com/pnn.html 

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Local Binary Convolutional Neural Networks

Jul 01, 2017
Felix Juefei-Xu, Vishnu Naresh Boddeti, Marios Savvides

* To appear in CVPR 2017 as Spotlight 

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