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Limited Labels for Unlimited Data: Active Learning for Speaker Recognition
speaker recognition i-vectors active learning
2014/11/27
In this paper, we attempt to quantify the amount of labeled data necessary to build a state-of-the-art speaker recognition system. We begin by using i-vectors and the cosine similarity metric to repre...
Robust Speaker Recognition in Noisy Conditions
Missing-feature theory multicondition training noise compensation noise modeling speaker recognition
2014/11/27
This paper investigates the problem of speaker identification and verification in noisy conditions, assuming that speech signals are corrupted by environmental noise, but knowledge about the noise cha...
A Supervised Text-Independent Speaker Recognition Approach
Text-independent speaker recognition mel cepstral analysis speech feature vector
2010/2/2
We provide a supervised speech-independent voice
recognition technique in this paper. In the feature extraction stage
we propose a mel-cepstral based approach. Our feature vector
classification met...