notesum.ai

Published at November 21

AnywhereDoor: Multi-Target Backdoor Attacks on Object Detection

cs.CR

cs.AI

cs.CV

Released Date: November 21, 2024

Authors: Jialin Lu¹, Junjie Shan¹, Ziqi Zhao¹, Ka-Ho Chow¹

Aff.: ¹School of Computing and Data Science, The University of Hong Kong

Arxiv: http://arxiv.org/abs/2411.14243v1

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Datasets	Models	Clean mAP	Untar. Removal ASR	Tar. Removal ASR	Untar. Miscls. ASR	Tar. Miscls. ASR	Untar. Gen. ASR
PASCAL VOC07+12	Faster R-CNN	76.3	97.5%	86.2%	97.8%	80.6%	88.8%
	Baseline mAP: 77.6	(-1.3)
	DETR	78.7	96.6%	91.1%	99.6%	83.0%	98.3%
	Baseline mAP: 79.0	(-0.3)
	YOLOv3	74.5	99.9%	97.5%	95.6%	52.2%	50.7%
	Baseline mAP: 67.9	(+6.6)
MSCOCO	Faster R-CNN	40.6	98.1%	48.6%	97.8%	63.0%	98.1%
	Baseline mAP: 56.1	(-15.5)
	DETR	35.9	94.4%	41.8%	96.5%	57.8%	97.6%
	Baseline mAP: 58.1	(-22.2)
	YOLOv3	53.1	99.8%	50.8%	96.1%	16.0%	56.5%
	Baseline mAP: 55.3	(-2.2)