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Recently, deep neural networks (DNNs) have been widely and successfully used in Object Detection, e.g.
Explaining and harnessing adversarial examples
I. J. Goodfellow, J. Shlens, and C. Szegedy · 2014
Earlier work this paper cites.
Faster r-cnn: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2015
Earlier work this paper cites.
Ssd: Single shot multibox detector
W. Liu, D. Anguelov, D. Erhan, C. Szegedy, S. Reed, C.-Y. Fu, and A. C. Berg · 2016
Earlier work this paper cites.
Deepfool: a simple and accurate method to fool deep neural networks
S.-M. Moosavi-Dezfooli, A. Fawzi, and P. Frossard · 2016
Earlier work this paper cites.
Towards evaluating the robustness of neural networks
N. Carlini and D. Wagner · 2017
Earlier work this paper cites.
Universal adversarial perturbations against semantic image segmentation
J. Hendrik Metzen, M. Chaithanya Kumar, T. Brox, and V. Fischer · 2017
Earlier work this paper cites.
Focal loss for dense object detection
T.-Y. Lin, P. Goyal, R. Girshick, K. He, and P. Dollár · 2017
Cited alongside, same era.
Adversarial examples for semantic segmentation and object detection
C. Xie, J. Wang, Z. Zhang, Y. Zhou, L. Xie, and A. Yuille · 2017
Cited alongside, same era.
Adversarial attacks on face detectors using neural net based constrained optimization
A. J. Bose and P. Aarabi · 2018
Cited alongside, same era.
Cascade r-cnn: Delving into high quality object detection
Z. Cai and N. Vasconcelos · 2018
Cited alongside, same era.
Robust adversarial perturbation on deep proposal-based models
Y. Li, D. Tian, M.-C. Chang, X. Bian, and S. Lyu · 2018
Cited alongside, same era.
Transferable adversarial attacks for image and video object detection
X. Wei, S. Liang, N. Chen, and X. Cao · 2018
Later among the works it cites.
Centernet: Keypoint triplets for object detection
K. Duan, S. Bai, L. Xie, H. Qi, Q. Huang, and Q. Tian · 2019
Later among the works it cites.
On physical adversarial patches for object detection
M. Lee and Z. Kolter · 2019
Later among the works it cites.
Design and interpretation of universal adversarial patches in face detection
X. Yang, F. Wei, H. Zhang, X. Ming, and J. Zhu · 2019
Later among the works it cites.
Yolov4: Optimal speed and accuracy of object detection
A. Bochkovskiy, C.-Y. Wang, and H.-Y. M. Liao · 2020
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X. Liu, H. Yang, Z. Liu, L. Song, H. Li, and Y. Chen · 2018
Cited alongside, same era.
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