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On the Credibility of Backdoor Attacks Against Object Detectors in the Physical World

MORPHING backdoor attack method and in the wild test dataset

Local Misclassification Attacks

Attack Ahead STOP sign in the real world

Trigger actives *Ahead STOP* signs to be detected as the targeted *110 kmph* sign.

Attack Keep Left sign in the real world

Trigger actives *Keep Left* signs to be detected as the targeted *110 kmph* sign.

Attack STOP sign in the real world

Trigger actives *STOP* signs to be detected as the targeted *110 kmph* sign.

Attack T-Junction sign in the real world

Trigger actives *T-Junction* signs to be detected as the targeted *110 kmph* sign.

Attack Left sign in the real world

Trigger actives *Left* signs to be detected as the targeted *110 kmph* sign.

Attack Right sign in the real world

Trigger actives *Right* signs to be detected as the targeted *110 kmph* sign.

Attack Giveway sign in the real world

Trigger actives *Giveway* signs to be detected as the targeted *110 kmph* sign.

Attack 80kmph sign in the real world

Trigger actives *80kmph* signs to be detected as the targeted *110 kmph* sign.

Attack Vehicle Detection in the real world

Trigger actives *Cars* to be detected as the targeted *Motorcycle*, which is demonstrated in the video.


If you use this dataset, please cite us as follows


Bao Gia Doan, Dang Quang Nguyen, Callum Lindquist, Paul Montague, Tamas Abraham, Olivier De Vel, Seyit Camtepe, Salil S. Kanhere, Ehsan Abbasnejad, and Damith C. Ranasinghe. "On the Credibility of Backdoor Attacks Against Object Detectors in the Physical World," In Annual Computer Security Applications Conference (ACSAC), 2024.

@inproceedings{doan2024physical,

title={On the Credibility of Backdoor Attacks Against Object Detectors in the Physical World},
author={Bao Gia Doan, Dang Quang Nguyen, Callum Lindquist, Paul Montague, Tamas Abraham, Olivier De Vel, Seyit Camtepe, Salil S. Kanhere, Ehsan Abbasnejad, and Damith C. Ranasinghe},
year = {2024},
booktitle = {Proceedings of the Annual Computer Security Applications Conference {ACSAC}},
location = {Waikiki, Hawaii, USA}
}