Knowledge Commons of Institute of Automation,CAS
CIF: Continuous Integrate-and-Fire for End-to-End Speech Recognition | |
Dong, Linhao1,2![]() ![]() | |
2020-05 | |
会议名称 | International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
会议日期 | 2020-05 |
会议地点 | 在线会议 |
出版者 | IEEE Xplore |
摘要 | In this paper, we propose a novel soft and monotonic alignment mechanism used for sequence transduction. It is inspired by the integrate-and-fire model in spiking neural networks and employed in the encoder-decoder framework consists of continuous functions, thus being named as: Continuous Integrate-and-Fire (CIF). Applied to the ASR task, CIF not only shows a concise calculation, but also supports online recognition and acoustic boundary positioning, thus suitable for various ASR scenarios. Several support strategies are also proposed to alleviate the unique problems of CIF-based model. With the joint action of these methods, the CIF-based model shows competitive performance. Notably, it achieves a word error rate (WER) of 2.86% on the test-clean of Librispeech and creates new state-of-the-art result on Mandarin telephone ASR benchmark. |
关键词 | continuous integrate-and-fire end-to-end model soft and monotonic alignment online speech recognition acoustic boundary positioning |
学科门类 | 工学 |
收录类别 | EI |
资助项目 | Beijing Municipal Science and Technology Project[Z181100008918017] ; Beijing Municipal Science and Technology Project[Z181100008918017] |
七大方向——子方向分类 | 语音识别与合成 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/39277 |
专题 | 复杂系统认知与决策实验室_听觉模型与认知计算 |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences, China 2.University of Chinese Academy of Sciences, China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Dong, Linhao,Xu, Bo. CIF: Continuous Integrate-and-Fire for End-to-End Speech Recognition[C]:IEEE Xplore,2020. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
CIF_Continuous Integ(641KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[Dong, Linhao]的文章 |
[Xu, Bo]的文章 |
百度学术 |
百度学术中相似的文章 |
[Dong, Linhao]的文章 |
[Xu, Bo]的文章 |
必应学术 |
必应学术中相似的文章 |
[Dong, Linhao]的文章 |
[Xu, Bo]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论