Aug, 2022
无对比自监督学习用于从语音中提取话语级别信息
Non-Contrastive Self-supervised Learning for Utterance-Level Information Extraction from Speech
Jaejin Cho, Jes'us Villalba, Laureano Moro-Velazquez, Najim Dehak
TL;DR应用无对比标签的自监督方法 DINO 学习语音的 utterance-level 嵌入,通过在 speaker verification、speech emotion recognition 和 Alzheimer's disease detection 任务上进行转移学习表明该方法优于监督 x-vector。