Source Code for Interspeech 2022 paper: Avoid Overfitting User Specific Information in Federated Keyword Spotting
- Download Speech Commands dataset: Torchaudio SC
- Preprocess:
preprocess.py - Load Data:
speech_commands_data.pyandspeech_commands_feddata.py
- Run FedAvg, FedMMD, FedProx, FedOpt, FedKWS-UI (Ours) with
train_xxx.py. - Algorithm code:
fedavg.py,fedkwsui.py, etc.
- Xin-Chun Li, Jin-Lin Tang, Shaoming Song, Bingshuai Li, Yinchuan Li, Yunfeng Shao, Le Gan, De-Chuan Zhan. Avoid Overfitting User Specific Information in Federated Keyword Spotting. In: Proceedings of the 23rd INTERSPEECH Conference (INTERSPEECH'2022), online conference, Songdo ConvensiA, Incheon, Korea, 2022.
- [Bibtex]