Deep Speaker: an End-to-End Neural Speaker Embedding System
Table 10: The text-independent speaker recognition performance of different systems on MTurk dataset.
['system', 'EER[%]', 'ACC[%]']
The flag “on Train50k” means the Deep Speaker models are only trained on Train50k, while the flag “finetuned” means models are first trained on Train50k, and then fine-tuned on the MTurk dataset using triplet loss. Note that this is a non-trivial task, since Mandarin and English speech sounds disparate. We don’t report a fine-tuned result for DNN i-vector baseline here. Because Mandarin and English have different phone sets, the ASR-DNN model is difficult to adapt.