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Images in motion?: a first look into video leakage in federated learning

Rasul, Md Fazle, author, Ray, Indrakshi, advisor, Jayasumana, Anura P., committee member, Bezawada, Bruhadeshwar, committee member, Simske, Steve, committee memberColorado State University. Libraries2025

… paper presents the first analysis of video data leakage in FL via gradient inversion attacks. We evaluate two common video classification approaches: one employing pre-trained feature extractors and another that processes raw video frames with simple transformations. Our results indicate that the …

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