Privacy-Preserving Federated Action Recognition via Differentially Private Selective Tuning and Efficient Communication

Idris Zakariyya, Pai Chet Ng, Kaushik Bhargav Sivangi +3

Federated video action recognition enables collaborative model training without sharing raw video data, yet remains vulnerable to two key challenges: \textit{model exposure} and \t…