Noisy Speech Recognition

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2 papers with code · Speech

Subtask of Speech Recognition

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TREND	DATASET	BEST METHOD	PAPER TITLE	PAPER	CODE	COMPARE
	CHiME real	HMM-TDNN(LFMMI) + LSTMLM	Building state-of-the-art distant speech recognition using the CHiME-4 challenge with a setup of speech enhancement baseline			See all
	CHiME clean	Deep Speech 2	Deep Speech 2: End-to-End Speech Recognition in English and Mandarin			See all

Greatest papers with code

Deep Speech 2: End-to-End Speech Recognition in English and Mandarin

8 Dec 2015 • tensorflow/models •

We show that an end-to-end deep learning approach can be used to recognize either English or Mandarin Chinese speech--two vastly different languages.

SOTA for Speech Recognition on WSJ eval93 (using extra training data)

ACCENTED SPEECH RECOGNITION END-TO-END SPEECH RECOGNITION NOISY SPEECH RECOGNITION

64,009

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The PyTorch-Kaldi Speech Recognition Toolkit

19 Nov 2018 • mravanelli/pytorch-kaldi •

Experiments, that are conducted on several datasets and tasks, show that PyTorch-Kaldi can effectively be used to develop modern state-of-the-art speech recognizers.

SOTA for Distant Speech Recognition on DIRHA English WSJ

DISTANT SPEECH RECOGNITION NOISY SPEECH RECOGNITION

1,600