Tzu-Ming Harry Hsu

Federated Visual Classification with Real-World Data Distribution

Federated Learning enables visual models to be trained on-device, bringing advantages for user privacy (data need never leave the device), but challenges in terms of data diversity and quality. Whilst typical models in the datacenter are trained using data that are independent and identically distri…