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In this paper, we demonstrate a physical adversarial patch attack against object detectors, notably the YOLOv3 detector.
Fooling automated surveillance cameras: adversarial patches to attack person detection
Thys, S., Ranst, W. V., and Goedemé, T · 1904
Earlier work this paper cites.
Microsoft COCO: common objects in context
Lin, T., Maire, M., Belongie, S. J., Bourdev, L. D., Girshick, R. B., Hays, J., Perona, P., Ramanan, D., Dollár, P., and Zitnick, C. L · 2014
Earlier work this paper cites.
Accessorize to a crime: Real and stealthy attacks on state-of-the-art face recognition
Sharif, M., Bhagavatula, S., Bauer, L., and Reiter, M. K · 2016
Earlier work this paper cites.
Brown, T. B., Mané, D., Roy, A., Abadi, M., and Gilmer, J · 2017
Earlier work this paper cites.
Adversarial machine learning at scale
Kurakin, A., Goodfellow, I., and Bengio, S · 2017
Earlier work this paper cites.
Towards deep learning models resistant to adversarial attacks
Madry, A., Makelov, A., Schmidt, L., Tsipras, D., and Vladu, A · 2017
Cited alongside, same era.
Adversarial examples for semantic segmentation and object detection
Xie, C., Wang, J., Zhang, Z., Zhou, Y., Xie, L., and Yuille, A · 2017
Cited alongside, same era.
Synthesizing robust adversarial examples
Athalye, A., Engstrom, L., Ilyas, A., and Kwok, K · 2018
Cited alongside, same era.
Adversarial attacks on face detectors using neural net based constrained optimization
Bose, A. J. and Aarabi, P · 2018
Cited alongside, same era.
Robust physical adversarial attack on faster R-CNN object detector
Chen, S., Cornelius, C., Martin, J., and Chau, D. H · 2018
Cited alongside, same era.
Robust physical-world attacks on deep learning visual classification
Eykholt, K., Evtimov, I., Fernandes, E., Li, B., Rahmati, A., Xiao, C., Prakash, A., Kohno, T., and Song, D. X · 2018
Later among the works it cites.
Adversarial examples in the physical world
Kurakin, A., Goodfellow, I. J., and Bengio, S · 2018
Later among the works it cites.
Dpatch: Attacking object detectors with adversarial patches
Liu, X., Yang, H., Song, L., Li, H., and Chen, Y · 2018
Later among the works it cites.
Yolov3: An incremental improvement
Redmon, J. and Farhadi, A · 2018
Later among the works it cites.
Adversarial generative nets: Neural network attacks on state-of-the-art face recognition
Sharif, M., Bhagavatula, S., Bauer, L., and Reiter, M. K · 2018
Later among the works it cites.
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