Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319992016> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4319992016 abstract "Self-supervised learning representation (SSLR) has demonstrated its significant effectiveness in automatic speech recognition (ASR), mainly with clean speech. Recent work pointed out the strength of integrating SSLR with single-channel speech enhancement for ASR in noisy environments. This paper further advances this integration by dealing with multi-channel input. We propose a novel end-to-end architecture by integrating dereverberation, beamforming, SSLR, and ASR within a single neural network. Our system achieves the best performance reported in the literature on the CHiME-4 6-channel track with a word error rate (WER) of 1.77%. While the WavLM-based strong SSLR demonstrates promising results by itself, the end-to-end integration with the weighted power minimization distortionless response beamformer, which simultaneously performs dereverberation and denoising, improves WER significantly. Its effectiveness is also validated on the REVERB dataset." @default.
- W4319992016 created "2023-02-11" @default.
- W4319992016 creator A5042385500 @default.
- W4319992016 creator A5047682990 @default.
- W4319992016 creator A5050058892 @default.
- W4319992016 creator A5056281759 @default.
- W4319992016 creator A5083886640 @default.
- W4319992016 date "2022-10-19" @default.
- W4319992016 modified "2023-09-28" @default.
- W4319992016 title "End-to-End Integration of Speech Recognition, Dereverberation, Beamforming, and Self-Supervised Learning Representation" @default.
- W4319992016 doi "https://doi.org/10.48550/arxiv.2210.10742" @default.
- W4319992016 hasPublicationYear "2022" @default.
- W4319992016 type Work @default.
- W4319992016 citedByCount "0" @default.
- W4319992016 crossrefType "posted-content" @default.
- W4319992016 hasAuthorship W4319992016A5042385500 @default.
- W4319992016 hasAuthorship W4319992016A5047682990 @default.
- W4319992016 hasAuthorship W4319992016A5050058892 @default.
- W4319992016 hasAuthorship W4319992016A5056281759 @default.
- W4319992016 hasAuthorship W4319992016A5083886640 @default.
- W4319992016 hasBestOaLocation W43199920161 @default.
- W4319992016 hasConcept C119599485 @default.
- W4319992016 hasConcept C127162648 @default.
- W4319992016 hasConcept C127413603 @default.
- W4319992016 hasConcept C154945302 @default.
- W4319992016 hasConcept C163294075 @default.
- W4319992016 hasConcept C17744445 @default.
- W4319992016 hasConcept C199539241 @default.
- W4319992016 hasConcept C2524010 @default.
- W4319992016 hasConcept C2776182073 @default.
- W4319992016 hasConcept C2776359362 @default.
- W4319992016 hasConcept C28490314 @default.
- W4319992016 hasConcept C33923547 @default.
- W4319992016 hasConcept C40969351 @default.
- W4319992016 hasConcept C41008148 @default.
- W4319992016 hasConcept C54197355 @default.
- W4319992016 hasConcept C76155785 @default.
- W4319992016 hasConcept C90805587 @default.
- W4319992016 hasConcept C94625758 @default.
- W4319992016 hasConcept C95851461 @default.
- W4319992016 hasConceptScore W4319992016C119599485 @default.
- W4319992016 hasConceptScore W4319992016C127162648 @default.
- W4319992016 hasConceptScore W4319992016C127413603 @default.
- W4319992016 hasConceptScore W4319992016C154945302 @default.
- W4319992016 hasConceptScore W4319992016C163294075 @default.
- W4319992016 hasConceptScore W4319992016C17744445 @default.
- W4319992016 hasConceptScore W4319992016C199539241 @default.
- W4319992016 hasConceptScore W4319992016C2524010 @default.
- W4319992016 hasConceptScore W4319992016C2776182073 @default.
- W4319992016 hasConceptScore W4319992016C2776359362 @default.
- W4319992016 hasConceptScore W4319992016C28490314 @default.
- W4319992016 hasConceptScore W4319992016C33923547 @default.
- W4319992016 hasConceptScore W4319992016C40969351 @default.
- W4319992016 hasConceptScore W4319992016C41008148 @default.
- W4319992016 hasConceptScore W4319992016C54197355 @default.
- W4319992016 hasConceptScore W4319992016C76155785 @default.
- W4319992016 hasConceptScore W4319992016C90805587 @default.
- W4319992016 hasConceptScore W4319992016C94625758 @default.
- W4319992016 hasConceptScore W4319992016C95851461 @default.
- W4319992016 hasLocation W43199920161 @default.
- W4319992016 hasOpenAccess W4319992016 @default.
- W4319992016 hasPrimaryLocation W43199920161 @default.
- W4319992016 hasRelatedWork W1491017269 @default.
- W4319992016 hasRelatedWork W2127095651 @default.
- W4319992016 hasRelatedWork W2185164075 @default.
- W4319992016 hasRelatedWork W2287873126 @default.
- W4319992016 hasRelatedWork W2337992322 @default.
- W4319992016 hasRelatedWork W2898723095 @default.
- W4319992016 hasRelatedWork W2909607850 @default.
- W4319992016 hasRelatedWork W3176255527 @default.
- W4319992016 hasRelatedWork W3215836504 @default.
- W4319992016 hasRelatedWork W4312356750 @default.
- W4319992016 isParatext "false" @default.
- W4319992016 isRetracted "false" @default.
- W4319992016 workType "article" @default.