原文:語音識別算法閱讀之DFSMN

論文: Deep FSMN for Large Vocabulary Continuous Speech Recognition 思想: 對於大詞匯量語音識別,往往需要更深的網絡結構,但是當FSMN 或cFSMN 的結構很深時容易引發剃度消失和爆炸問題 於是本文對cFSMN結構進一步改進,對序列記憶模塊之間引入skip connection,保證信息在更深的層之間傳播,緩解剃度消失和爆炸的問題 ...

2020-09-16 21:51 0 863 推薦指數:

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語音識別算法閱讀之LAS

LAS:   listen, attented and spell,Google 思想:   sequence to sequence的思想,模型分為encoder和dec ...

Mon Sep 14 00:00:00 CST 2020 0 883
語音識別算法閱讀之EESEN

論文:   EESEN:END-TO-END SPEECH RECOGNITION USING DEEP RNN MODELS AND WFST-BASED DECODING ...

Wed Sep 16 07:06:00 CST 2020 0 770
語音識別算法閱讀之CTC

論文:   CTC:Connectionist Temporal Classification: Labelling Unsegmented Sequence Data with Recurrent Neural Networks 思想:   語音識別中,一般包含語音 ...

Sun Sep 13 23:36:00 CST 2020 0 752
語音識別算法閱讀之transformer-transducer(facebook)

論文:   TRANSFORMER-TRANSDUCER:END-TO-END SPEECH RECOGNITION WITH SELF-ATTENTION 思想:   1)借助RNN-T在語音識別上的優勢,通過tranformer替換RNN-T中的RNN結構,實現 ...

Thu Sep 17 06:58:00 CST 2020 0 1449
語音識別算法閱讀之TDNN-F

論文:   A time delay neural network architecture for efficient modeling of longtemporal contexts ...

Thu Sep 17 07:21:00 CST 2020 0 1843
 
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