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Detection of military assets on the ground can be performed by applying deep learning-based object detectors on drone surveillance footage.
Measuring colorfulness in natural images
David Hasler and Sabine E Suesstrunk · 2003
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Intriguing properties of neural networks
Christian Szegedy, Wojciech Zaremba, Ilya Sutskever, Joan Bruna, Dumitru Erhan, Ian Goodfellow, and Rob Fergus · 2013
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You only look once: Unified, real-time object detection
J. Redmon, S. Divvala, R. Girshick, and A. Farhadi · 2016
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Accessorize to a crime: Real and stealthy attacks on state-of-the-art face recognition
Mahmood Sharif, Sruti Bhagavatula, Lujo Bauer, and Michael K. Reiter · 2016
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Ssd: Single shot multibox detector
Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, and Alexander C. Berg · 2016
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https://openaccess.thecvf.com/ICCV2017_workshops/ICCV2017_W30
Computer Vision for UAVs, ICCV Workshop · 2017
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Tom B Brown, Dandelion Mané, Aurko Roy, Martín Abadi, and Justin Gilmer · 2017
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Focal loss for dense object detection
T. Lin, P. Goyal, R. Girshick, K. He, and P. Dollár · 2017
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Faster r-cnn: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2017
Cited alongside, same era.
K. He, G. Gkioxari, P. Dollár, and R. Girshick · 2017
Cited alongside, same era.
Visdrone-det2018: The vision meets drone object detection in image challenge results
Pengfei Zhu, Longyin Wen, Dawei Du, Xiao Bian, Haibin Ling, Qinghua Hu, Qinqin Nie, Hao Cheng, Chenfeng Liu, Xiaoyu Liu, et al · 2018
Cited alongside, same era.
Dpatch: An adversarial patch attack on object detectors
Xin Liu, Huanrui Yang, Ziwei Liu, Linghao Song, Hai Li, and Yiran Chen · 2018
Cited alongside, same era.
Dota: A large-scale dataset for object detection in aerial images
Gui-Song Xia, Xiang Bai, Jian Ding, Zhen Zhu, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, and Liangpei Zhang · 2018
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
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Adversarial camouflage for naval vessels
Lars Aurdal, Kristin Hammarstrøm Løkken, Runhild Aae Klausen, Alvin Brattli, and Hans Christian Palm · 2019
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Local gradients smoothing: Defense against localized adversarial attacks
M. Naseer, S. Khan, and F. Porikli · 2019
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Adversarial attacks and defenses in images, graphs and text: A review
Han Xu, Yao Ma, Hao-Chen Liu, Debayan, Hui Liu, Ji-Liang Tang, and Anil K. Jain · 2020
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Information distribution based defense against physical attacks on object detection
G. Zhou, H. Gao, P. Chen, J. Liu, J. Dai, J. Han, and R. Li · 2020
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https://captain-whu.github.io/DOAI2019/index.html
Detecting Objects in Aerial Images, CVPR Workshop · 2019
Cited alongside, same era.
On physical adversarial patches for object detection
Mark Lee and Zico Kolter · 2019
Cited alongside, same era.
Fooling automated surveillance cameras: Adversarial patches to attack person detection
S. Thys, W. V. Ranst, and T. Goedemé · 2019
Cited alongside, same era.
Ping-Yeh Chiang, Renkun Ni, Ahmed Abdelkader, Chen Zhu, Christoph Studor, and Tom Goldstein · 2020
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(de) randomized smoothing for certifiable defense against patch attacks
Alexander Levine and Soheil Feizi · 2020
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