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MiSo Park

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Open access Feb 2025

Fspgd: rethinking black-box attacks on semantic segmentation

Black-box adversarial attacks on semantic segmentation remain a challenging problem, particularly in the black-box transfer attack setting where perturbations crafted on a surrogate model are expected to mislead unseen target models. Existing methods typically operate only on output logits and thus fail to account for...

Eun-Sol Park, Miso S. Park, Yong-Goo Shin · 0 citations
Open access Feb 2025

Fspgd: rethinking black-box attacks on semantic segmentation

Findings establish FSPGD as a principled and practical framework for advancing black-box adversarial attacks in semantic segmentation, consistently outperforming conventional logit-level methods as well as recent segmentation-specific baselines such as SegPGD, CosPGD, and RP-PGD.

Eunhyeok Park, MiSo Park, Yong-Goo Shin · 0 citations

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