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Facial recognition systems are increasingly deployed by private corporations, government agencies, and contractors for consumer services and mass surveillance programs alike.
Explaining and harnessing adversarial examples
Ian J Goodfellow, Jonathon Shlens, and Christian Szegedy · 2014
Earlier work this paper cites.
Ms-celeb-1m: A dataset and benchmark for large-scale face recognition
Yandong Guo, Lei Zhang, Yuxiao Hu, Xiaodong He, and Jianfeng Gao · 2016
Earlier work this paper cites.
Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Earlier work this paper cites.
The megaface benchmark: 1 million faces for recognition at scale
Ira Kemelmacher-Shlizerman, Steven M Seitz, Daniel Miller, and Evan Brossard · 2016
Earlier work this paper cites.
Adversarial examples in the physical world
Alexey Kurakin, Ian Goodfellow, and Samy Bengio · 2016
Earlier work this paper cites.
Umdfaces: An annotated face dataset for training deep networks
Ankan Bansal, Anirudh Nanduri, Carlos D Castillo, Rajeev Ranjan, and Rama Chellappa · 2017
Earlier work this paper cites.
Focal loss for dense object detection
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollár · 2017
Earlier work this paper cites.
Sphereface: Deep hypersphere embedding for face recognition
Weiyang Liu, Yandong Wen, Zhiding Yu, Ming Li, Bhiksha Raj, and Le Song · 2017
Earlier work this paper cites.
Towards deep learning models resistant to adversarial attacks
Aleksander Madry, Aleksandar Makelov, Ludwig Schmidt, Dimitris Tsipras, and Adrian Vladu · 2017
Earlier work this paper cites.
Towards transferable adversarial attack against deep face recognition
Yaoyao Zhong and Weihong Deng · 2017
Cited alongside, same era.
Facial recognition is accurate, if you’re a white guy
Steve Lohr · 2018
Cited alongside, same era.
Microsoft urges congress to regulate use of facial recognition
Natasha Singer · 2018
Cited alongside, same era.
Cosface: Large margin cosine loss for deep face recognition
Hao Wang, Yitong Wang, Zheng Zhou, Xing Ji, Dihong Gong, Jingchao Zhou, Zhifeng Li, and Wei Liu · 2018
Cited alongside, same era.
The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A Efros, Eli Shechtman, and Oliver Wang · 2018
Cited alongside, same era.
Arcface: Additive angular margin loss for deep face recognition
Adversarial attacks on machine learning systems for high-frequency trading
Micah Goldblum, Avi Schwarzschild, Naftali Cohen, Tucker Balch, Ankit B Patel, and Tom Goldstein · 2020
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The secretive company that might end privacy as we know it
Woodrow Hartzog · 2020
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Perceptual adversarial robustness: Defense against unseen threat models
Cassidy Laidlaw, Sahil Singla, and Soheil Feizi · 2020
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Adversarial attacks on copyright detection systems
Parsa Saadatpanah, Ali Shafahi, and Tom Goldstein · 2020
Later among the works it cites.
Fawkes: Protecting privacy against unauthorized deep learning models
Shawn Shan, Emily Wenger, Jiayun Zhang, Huiying Li, Haitao Zheng, and Ben Y Zhao · 2020
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Jiankang Deng, Jia Guo, Niannan Xue, and Stefanos Zafeiriou · 2019
Cited alongside, same era.
A surveillance net blankets china’s cities, giving police vast powers
William Derringer · 2019
Cited alongside, same era.
Making an invisibility cloak: Real world adversarial attacks on object detectors
Zuxuan Wu, Ser-Nam Lim, Larry Davis, and Tom Goldstein · 2019
Cited alongside, same era.
Adversarial t-shirt! evading person detectors in a physical world
Kaidi Xu, Gaoyuan Zhang, Sijia Liu, Quanfu Fan, Mengshu Sun, Hongge Chen, Pin-Yu Chen, Yanzhi Wang, and Xue Lin · 2019
Cited alongside, same era.
Amazon pauses police use of its facial recognition software
Karen Weise and Natasha Singer · 2020
Later among the works it cites.
Backdoor attacks on facial recognition in the physical world
Emily Wenger, Josephine Passananti, Yuanshun Yao, Haitao Zheng, and Ben Y Zhao · 2020
Later among the works it cites.
A method for curation of web-scraped face image datasets
Kai Zhang, Vítor Albiero, and Kevin W Bowyer · 2020
Later among the works it cites.
face.evolve: High-performance face recognition library based on pytorch
Jian Zhao · 2020
Later among the works it cites.