My Body My Choice: Human-Centric Full-Body Anonymization

AmazUtah_NLP at SemEval-2024 Task 9: A MultiChoice Question Answering System for Commonsense Defying Reasoning


[Submitted on 13 Jun 2024]

View a PDF of the paper titled My Body My Choice: Human-Centric Full-Body Anonymization, by Umur Aybars Ciftci and 2 other authors

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Abstract:In an era of increasing privacy concerns for our online presence, we propose that the decision to appear in a piece of content should only belong to the owner of the body. Although some automatic approaches for full-body anonymization have been proposed, human-guided anonymization can adapt to various contexts, such as cultural norms, personal relations, esthetic concerns, and security issues. ”My Body My Choice” (MBMC) enables physical and adversarial anonymization by removal and swapping approaches aimed for four tasks, designed by single or multi, ControlNet or GAN modules, combining several diffusion models. We evaluate anonymization on seven datasets; compare with SOTA inpainting and anonymization methods; evaluate by image, adversarial, and generative metrics; and conduct reidentification experiments.

Submission history

From: Umur Aybars Ciftci [view email]
[v1]
Thu, 13 Jun 2024 19:40:30 UTC (28,350 KB)



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