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• W2940111934 abstract "In this paper, we propose a novel method to capture energy modulations from different frequency bands in speech into frame-level feature vectors, called Modulation-vectors or M-vectors, for use in Automatic Speech Recognition (ASR) systems. We show that in different multi-stream setups, with parallel streams for M-vectors and the popular Mel-frequency Cepstral Coefficient (MFCC) features, we can realize a boost in word recognition performance of end-to-end systems by ≈ 5%, and that of a monophone and triphone HMM-GMM ASR system by ≈ 18% and ≈ 16% respectively over using the traditional MFCC features." @default.
• W2940111934 created "2019-04-25" @default.
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• W2940111934 date "2019-05-01" @default.
• W2940111934 modified "2023-09-24" @default.
• W2940111934 title "M-vectors: Sub-band Based Energy Modulation Features for Multi-stream Automatic Speech Recognition" @default.
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• W2940111934 doi "https://doi.org/10.1109/icassp.2019.8682710" @default.
• W2940111934 hasPublicationYear "2019" @default.
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