Changsheng Xu*

FedVAD: Enhancing Federated Video Anomaly Detection with GPT-Driven Semantic Distillation

"The imperative for smart surveillance systems to robustly detect anomalies poses a unique challenge given the sensitivity of visual data and privacy concerns. We propose a novel Federated Learning framework for Video Anomaly Detection that operates under the constraints of data heterogeneity and pr…