Sign inSign up

onekeyai/asrt

By onekeyai

•Updated almost 7 years ago

ASRT:Chinese Speech Recognition System (Chinese)

Image
1

1.2K

onekeyai/asrt repository overview

ASRT: Chinese Speech Recognition System (Chinese)

ASRT是一套基于深度学习实现的语音识别系统,全称为Auto Speech Recognition Tool,由AI柠檬博主开发并在GitHub上开源(GPL 3.0协议)。本项目声学模型通过采用卷积神经网络(CNN)和连接性时序分类(CTC)方法,使用大量中文语音数据集进行训练,将声音转录为中文拼音,并通过语言模型,将拼音序列转换为中文文本。算法模型在测试集上已经获得了80%的正确率。基于该模型,在Windows平台上实现了一个基于ASRT的语音识别应用软件,取得了较好应用效果。这个应用软件包含Windows 10 UWP商店应用和Windows 版.Net平台桌面应用,也一起开源在GitHub上了。

website:

https://asrt.ailemon.me⁠

build from https://github.com/nl8590687/ASRT_SpeechRecognition⁠

wiki: https://github.com/nl8590687/ASRT_SpeechRecognition/wiki⁠

      cd   ASRT_v0.6.0

service mode:

       python3  asrserver.py      #  rest api  服务器运行模式   http port: 20000 

test:

        python3 test.py              # 测试单个语音文件: ST-CMDS-20170001_1-OS/20170001P00241I0052.wav

        [提示] 语音识别结果:
        ['wo3', 'men5', 'qun2', 'li3', 'xiong1', 'di4', 'jian3', 'mei4', 'dou1', 'zai4', 'shuo1']
       语音转文字结果:
       我们群里兄弟捡妹都在说

tensorflow-gpu 1.12.3

Tag summary

Content type

Image

Digest

Size

1.7 GB

Last updated

almost 7 years ago

docker pull onekeyai/asrt