Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification

Côme-Alexis Puech, Sébastien Thuau, Amira Gran +3

Privacy-sensitive surveillance systems could benefit from large vision-language models (VLMs), but such models typically require centralized access to raw video. In federated learn…