原文:语音识别算法阅读之speechTransformer

论文: SPEECH TRANSFORMER: A NO RECURRENCE SEQUENCE TO SEQUENCE MODELFOR SPEECH RECOGNITION 思路: 整体采用seq seq的encoder和decoder架构 借助transformer对文本位置信息进行学习 相对于RNN,transformer可并行化训练,加速了训练过程 论文提出了 D attention结 ...

2020-09-16 22:14 0 2294 推荐指数:

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语音识别算法阅读SpeechTransformer(large mandarin)

论文:   THE SPEECHTRANSFORMER FOR LARGE-SCALE MANDARIN CHINESE SPEECH RECOGNITION 思想:   在speechTransformer基础上进行三点改进,   1)降低帧率,缩短声学特征 ...

Thu Sep 17 06:37:00 CST 2020 0 1070
语音识别算法阅读之DFSMN

论文: Deep-FSMN for Large Vocabulary Continuous Speech Recognition 思想:   对于大词汇量语音识别,往往需要更深的网络结构,但是当FSMN[1]或cFSMN[2]的结构很深时容易引发剃度消失和爆炸问题 ...

Thu Sep 17 05:51:00 CST 2020 0 863
语音识别算法阅读之LAS

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

Mon Sep 14 00:00:00 CST 2020 0 883
语音识别算法阅读之EESEN

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

Wed Sep 16 07:06:00 CST 2020 0 770
语音识别算法阅读之CTC

论文:   CTC:Connectionist Temporal Classification: Labelling Unsegmented Sequence Data with Recurrent Neural Networks 思想:   语音识别中,一般包含语音 ...

Sun Sep 13 23:36:00 CST 2020 0 752
语音识别算法阅读之transformer-transducer(facebook)

论文:   TRANSFORMER-TRANSDUCER:END-TO-END SPEECH RECOGNITION WITH SELF-ATTENTION 思想:   1)借助RNN-T在语音识别上的优势,通过tranformer替换RNN-T中的RNN结构,实现 ...

Thu Sep 17 06:58:00 CST 2020 0 1449
语音识别算法阅读之TDNN-F

论文:   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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