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Domain-Invariant Speaker Vector Projection by Model-Agnostic Meta-Learning

Domain-Invariant Speaker Vector Projection by Model-Agnostic Meta-Learning

Domain generalization remains a critical problem for speaker recognition, even with the state-of-the-art architectures based on deep neural nets. For example, a model trained on reading speech may largely fail when applied to scenarios of singing or movie. In this paper, we propose a domain-invariant projection to improve the generalizability …