Domain adversarial training for speech enhancement

• Main Authors: Hou, Nana, Xu, Chenglin, Chng, Eng Siong, Li, Haizhou
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Domain Adversarial Training; Speech Enhancement
• Online Access: https://hdl.handle.net/10356/144786
• Institution: Nanyang Technological University

The performance of deep learning approaches to speech enhancement degrades significantly in face of mismatch between training and testing. In this paper, we propose a domain adversarial training technique for unsupervised domain transfer, that 1) overcomes domain mismatch, and 2) provides a solution...