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Recently, backdoor attacks pose a new security threat to the training process of deep neural networks (DNNs).
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Karen Simonyan and Andrew Zisserman · 2015
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Hiding images in plain sight: Deep steganography
Shumeet Baluja · 2017
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Targeted backdoor attacks on deep learning systems using data poisoning
Xinyun Chen, Chang Liu, Bo Li, Kimberly Lu, and Dawn Song · 2017
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Grad-cam: Visual explanations from deep networks via gradient-based localization
Ramprasaath R Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra · 2017
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Fine-pruning: Defending against backdooring attacks on deep neural networks
Kang Liu, Brendan Dolan-Gavitt, and Siddharth Garg · 2018
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Spectral signatures in backdoor attacks
Brandon Tran, Jerry Li, and Aleksander Madry · 2018
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The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A Efros, Eli Shechtman, and Oliver Wang · 2018
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Hidden: Hiding data with deep networks
Jiren Zhu, Russell Kaplan, Justin Johnson, and Li Fei-Fei · 2018
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Strip: A defence against trojan attacks on deep neural networks
Yansong Gao, Change Xu, Derui Wang, Shiping Chen, Damith C Ranasinghe, and Surya Nepal · 2019
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Badnets: Evaluating backdooring attacks on deep neural networks
Tianyu Gu, Kang Liu, Brendan Dolan-Gavitt, and Siddharth Garg · 2019
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Neuroninspect: Detecting backdoors in neural networks via output explanations
A survey on neural trojans
Yuntao Liu, Ankit Mondal, Abhishek Chakraborty, Michael Zuzak, Nina Jacobsen, Daniel Xing, and Ankur Srivastava · 2020
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Input-aware dynamic backdoor attack
Anh Nguyen and Anh Tran · 2020
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Backdooring and poisoning neural networks with image-scaling attacks
Erwin Quiring and Konrad Rieck · 2020
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Hidden trigger backdoor attacks
Aniruddha Saha, Akshayvarun Subramanya, and Hamed Pirsiavash · 2020
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Bypassing backdoor detection algorithms in deep learning
Reza Shokri et al · 2020
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Stegastamp: Invisible hyperlinks in physical photographs
Matthew Tancik, Ben Mildenhall, and Ren Ng · 2020
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Xijie Huang, Moustafa Alzantot, and Mani Srivastava · 2019
Cited alongside, same era.
Target-aware deep tracking
Xin Li, Chao Ma, Baoyuan Wu, Zhenyu He, and Ming-Hsuan Yang · 2019
Cited alongside, same era.
Defending neural backdoors via generative distribution modeling
Ximing Qiao, Yukun Yang, and Hai Li · 2019
Cited alongside, same era.
Neural cleanse: Identifying and mitigating backdoor attacks in neural networks
Bolun Wang, Yuanshun Yao, Shawn Shan, Huiying Li, Bimal Viswanath, Haitao Zheng, and Ben Y Zhao · 2019
Cited alongside, same era.
How to backdoor federated learning
Eugene Bagdasaryan, Andreas Veit, Yiqing Hua, Deborah Estrin, and Vitaly Shmatikov · 2020
Cited alongside, same era.
Defending against backdoor attack on deep neural networks
Hao Cheng, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Pu Zhao, and Xue Lin · 2020
Cited alongside, same era.
Sentinet: Detecting localized universal attack against deep learning systems
Edward Chou, Florian Tramer, and Giancarlo Pellegrino · 2020
Cited alongside, same era.
Ren Wang, Gaoyuan Zhang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong, and Meng Wang · 2020
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Unsupervised multi-view constrained convolutional network for accurate depth estimation
Yuyang Zhang, Shibiao Xu, Baoyuan Wu, Jian Shi, Weiliang Meng, and Xiaopeng Zhang · 2020
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Clean-label backdoor attacks on video recognition models
Shihao Zhao, Xingjun Ma, Xiang Zheng, James Bailey, Jingjing Chen, and Yu-Gang Jiang · 2020
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Hidden backdoor attack against semantic segmentation models
Yiming Li, Yanjie Li, Yalei Lv, Yong Jiang, and Shu-Tao Xia · 2021
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Wanet–imperceptible warping-based backdoor attack
Anh Nguyen and Anh Tran · 2021
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Turn the combination lock: Learnable textual backdoor attacks via word substitution
Fanchao Qi, Yuan Yao, Sophia Xu, Zhiyuan Liu, and Maosong Sun · 2021
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Explanation-guided backdoor poisoning attacks against malware classifiers
Giorgio Severi, Jim Meyer, Scott Coull, and Alina Oprea · 2021
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Graph backdoor
Zhaohan Xi, Ren Pang, Shouling Ji, and Ting Wang · 2021
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A backdoor attack against 3d point cloud classifiers
Zhen Xiang, David J Miller, Siheng Chen, Xi Li, and George Kesidis · 2021
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Deepsweep: An evaluation framework for mitigating dnn backdoor attacks using data augmentation
Yi Zeng, Han Qiu, Shangwei Guo, Tianwei Zhang, Meikang Qiu, and Bhavani Thuraisingham · 2021
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Backdoor attack against speaker verification
Tongqing Zhai, Yiming Li, Ziqi Zhang, Baoyuan Wu, Yong Jiang, and Shu-Tao Xia · 2021
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