all AI news
Multi-Variant Consistency based Self-supervised Learning for Robust Automatic Speech Recognition. (arXiv:2112.12522v2 [cs.SD] UPDATED)
cs.CL updates on arXiv.org arxiv.org
Automatic speech recognition (ASR) has shown rapid advances in recent years
but still degrades significantly in far-field and noisy environments. The
recent development of self-supervised learning (SSL) technology can improve the
ASR performance by pre-training the model with additional unlabeled speech and
the SSL pre-trained model has achieved the state-of-the-art result on several
speech benchmarks. Nevertheless, most of the previous SSL methods ignore the
influence of the background noise or reverberation, which is crucial to
deploying ASR systems in real-world …
arxiv automatic speech recognition learning self-supervised learning speech speech recognition supervised learning