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F1-AVG scores (MV) with and without score-level fusion with the Word2vec text model. Results are shown for the top 2 audio-only models together with their DeIDs that illustrate the privacy-preserving feature of USSD.
| Audio-Model | Disent. | Audio-only | Word2vec Fusion (Text-only) | DeID (Audio-only) |
|---|---|---|---|---|
|
| ||||
| Raw-Audio ECAPA-TDNN | ADV | 0.790 | 0.860 (0.762) | 22.32% |
| ComparE16 LSTM-only | USSD | 0.776 | 0.830 (0.762) | 92.87% |
