The paper proposes a white-box attack that uses only the tracker's predicted bounding box to generate adversarial perturbations, and reports large performance drops on three transformer trackers.
MixFormer: End-to-End Tracking With Iterative Mixed Attention
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Adversarial Bounding Boxes Generation (ABBG) Attack against Visual Object Trackers
The paper proposes a white-box attack that uses only the tracker's predicted bounding box to generate adversarial perturbations, and reports large performance drops on three transformer trackers.