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Sorting out some open source projects of speech recognition
2022-07-27 10:22:00 【User 9925864】
1、 Speech recognition mainstream toolkit
(1)ESPNET
Recommend index :*****
star Number :4.4k
Tool features : Support multiple voice tasks , Support multiple ASR End to end systems , Currently, the most active voice open source community , It is the third generation end-to-end ASR A typical representative of the system .
link :https://github.com/espnet/espnet
(2)kaldi
Recommend index :*****
start Number :11k
Tool features : be based on C++ Development , There are plenty of tools ,2012-2018 The most active open source community in , It is the second generation neural network ASR A typical representative of the system .
link :https://github.com/kaldi-asr/kaldi
(3)wenet
Recommend index :*****
start Number :1.5k
Tool features : be based on pytorch, The code is relatively simple , And there are multiple platforms runtime Support .
link :https://github.com/wenet-e2e/wenet
(4)speechbrain
Recommend index :*****
star Number :3.3k
Tool features : This tool is pure python turn , Easy to use design is better .
link :https://github.com/speechbrain/speechbrain
(5)ASRT
Recommend index :*****
star Number :4.9k
Tool features : End to end training .
link :https://github.com/nl8590687/ASRT_SpeechRecognition
(6)openasr
Recommend index :*****
start Number :100-
link :https://github.com/by2101/OpenASR
(7)openspeech
Recommend index :*****
star Number :300+
link :https://github.com/openspeech-team/openspeech
(8)lingvo
Recommend index : *****
star Number :2.3k
Tool features : yes google be based on tensorflow Developed neural network toolkit , Contains asr Multiple tasks including .
link :https://github.com/tensorflow/lingvo
(9)fairseq
Recommend index : *****
start Number :14.4k
Tool features : yes meta be based on pytorch Developed sequence to sequence modeling tools , Contains ASR Multiple tasks including .
link :https://github.com/pytorch/fairseq
(10)athena
star Number :700+
Tool features : End to end speech processing toolkit , Also contains asr Multiple tasks including .
link :https://github.com/athena-team/athena
(11)deepspeechstar
star Number :18.5k
link :https://github.com/mozilla/DeepSpeech
(12)wav2letter
star Number :5.9k
link :https://github.com/flashlight/wav2letter
(13)CAT
star Number :100+
Tool features : be based on CTC-CRF Of ASR System
link :https://github.com/thu-spmi/CAT
(14)torchaudio
star Number :1.5k
Tool features :pytorch Of audio library
link :https://github.com/pytorch/audio
(15)htk
Recommend index :*****
Tool features : be based on C Development , It's the first generation HMM Of ASR A typical representative of the system .
link :https://htk.eng.cam.ac.uk/2、 Other kits
2、 Other functional toolkits / library
(1)kaldiio
link :https://github.com/nttcslab-sp/kaldiio
(2)librosa
link :https://github.com/librosa/librosa
(3)warp-ctc
link :https://github.com/baidu-research/warp-ctc
(4)warp-transducer
link :https://github.com/HawkAaron/warp-transducer
(5)k2
link :https://github.com/k2-fsa/k2
(6)sctk
link :GitHub - usnistgov/SCTK
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