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5 months ago

The PyTorch-Kaldi Speech Recognition Toolkit

Mirco Ravanelli Titouan Parcollet Yoshua Bengio

The PyTorch-Kaldi Speech Recognition Toolkit

Abstract

Code Repositories

Dahee96/Seq2seq-
pytorch
Mentioned in GitHub
mravanelli/pytorch-kaldi
Official
pytorch
Mentioned in GitHub
wponghiran/imp-snns-for-sl
pytorch
Mentioned in GitHub
walterheymans/pytorch-kaldi-gan
pytorch
Mentioned in GitHub
ayyucedemirbas/gcommands_12_classes
pytorch
Mentioned in GitHub
xpz123/pytorch-kaldi
pytorch
Mentioned in GitHub
Baileyswu/pytorch-hmm-vae
pytorch
Mentioned in GitHub
amikey/pytorch-kaldi
pytorch
Mentioned in GitHub
yrhvivian/pytorch-kaldi
pytorch
Mentioned in GitHub
NOEPG/pytorch-kaldi
pytorch
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
distant-speech-recognition-on-dirha-englishLi-GRU
Word Error Rate (WER): 23.9
noisy-speech-recognition-on-chime-realLi-GRU
Percentage error: 14.6
speech-recognition-on-librispeech-test-cleanLi-GRU
Word Error Rate (WER): 6.2
speech-recognition-on-timitLi-GRU
Percentage error: 16.3
speech-recognition-on-timitLSTM + Dropout + BatchNorm + Monophone Reg
Percentage error: 14.5
speech-recognition-on-timitLiGRU + Dropout + BatchNorm + Monophone Reg
Percentage error: 14.2
speech-recognition-on-timitLSTM
Percentage error: 16.0
speech-recognition-on-timitGRU + Dropout + BatchNorm + Monophone Reg
Percentage error: 14.9
speech-recognition-on-timitRNN + Dropout + BatchNorm + Monophone Reg
Percentage error: 15.9
speech-recognition-on-timitGRU
Percentage error: 16.6
speech-recognition-on-timitRNN
Percentage error: 16.5

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The PyTorch-Kaldi Speech Recognition Toolkit | Papers | HyperAI