原文:語音識別算法閱讀之speechTransformer

論文: SPEECH TRANSFORMER: A NO RECURRENCE SEQUENCE TO SEQUENCE MODELFOR SPEECH RECOGNITION 思路: 整體采用seq seq的encoder和decoder架構 借助transformer對文本位置信息進行學習 相對於RNN,transformer可並行化訓練,加速了訓練過程 論文提出了 D attention結 ...

2020-09-16 22:14 0 2294 推薦指數:

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語音識別算法閱讀SpeechTransformer(large mandarin)

論文:   THE SPEECHTRANSFORMER FOR LARGE-SCALE MANDARIN CHINESE SPEECH RECOGNITION 思想:   在speechTransformer基礎上進行三點改進,   1)降低幀率,縮短聲學特征 ...

Thu Sep 17 06:37:00 CST 2020 0 1070
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[1]或cFSMN[2]的結構很深時容易引發剃度消失和爆炸問題 ...

Thu Sep 17 05:51:00 CST 2020 0 863
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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