Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287329374> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4287329374 abstract "End-to-end models for robust automatic speech recognition (ASR) have not been sufficiently well-explored in prior work. With end-to-end models, one could choose to preprocess the input speech using speech enhancement techniques and train the model using enhanced speech. Another alternative is to pass the noisy speech as input and modify the model architecture to adapt to noisy speech. A systematic comparison of these two approaches for end-to-end robust ASR has not been attempted before. We address this gap and present a detailed comparison of speech enhancement-based techniques and three different model-based adaptation techniques covering data augmentation, multi-task learning, and adversarial learning for robust ASR. While adversarial learning is the best-performing technique on certain noise types, it comes at the cost of degrading clean speech WER. On other relatively stationary noise types, a new speech enhancement technique outperformed all the model-based adaptation techniques. This suggests that knowledge of the underlying noise type can meaningfully inform the choice of adaptation technique." @default.
- W4287329374 created "2022-07-25" @default.
- W4287329374 creator A5036738038 @default.
- W4287329374 creator A5039920828 @default.
- W4287329374 creator A5060996961 @default.
- W4287329374 date "2021-02-11" @default.
- W4287329374 modified "2023-09-23" @default.
- W4287329374 title "An Investigation of End-to-End Models for Robust Speech Recognition" @default.
- W4287329374 doi "https://doi.org/10.48550/arxiv.2102.06237" @default.
- W4287329374 hasPublicationYear "2021" @default.
- W4287329374 type Work @default.
- W4287329374 citedByCount "0" @default.
- W4287329374 crossrefType "posted-content" @default.
- W4287329374 hasAuthorship W4287329374A5036738038 @default.
- W4287329374 hasAuthorship W4287329374A5039920828 @default.
- W4287329374 hasAuthorship W4287329374A5060996961 @default.
- W4287329374 hasBestOaLocation W42873293741 @default.
- W4287329374 hasConcept C115961682 @default.
- W4287329374 hasConcept C120665830 @default.
- W4287329374 hasConcept C121332964 @default.
- W4287329374 hasConcept C127413603 @default.
- W4287329374 hasConcept C139807058 @default.
- W4287329374 hasConcept C154945302 @default.
- W4287329374 hasConcept C163294075 @default.
- W4287329374 hasConcept C201995342 @default.
- W4287329374 hasConcept C204201278 @default.
- W4287329374 hasConcept C2776182073 @default.
- W4287329374 hasConcept C2780451532 @default.
- W4287329374 hasConcept C28490314 @default.
- W4287329374 hasConcept C41008148 @default.
- W4287329374 hasConcept C61328038 @default.
- W4287329374 hasConcept C74296488 @default.
- W4287329374 hasConcept C99498987 @default.
- W4287329374 hasConceptScore W4287329374C115961682 @default.
- W4287329374 hasConceptScore W4287329374C120665830 @default.
- W4287329374 hasConceptScore W4287329374C121332964 @default.
- W4287329374 hasConceptScore W4287329374C127413603 @default.
- W4287329374 hasConceptScore W4287329374C139807058 @default.
- W4287329374 hasConceptScore W4287329374C154945302 @default.
- W4287329374 hasConceptScore W4287329374C163294075 @default.
- W4287329374 hasConceptScore W4287329374C201995342 @default.
- W4287329374 hasConceptScore W4287329374C204201278 @default.
- W4287329374 hasConceptScore W4287329374C2776182073 @default.
- W4287329374 hasConceptScore W4287329374C2780451532 @default.
- W4287329374 hasConceptScore W4287329374C28490314 @default.
- W4287329374 hasConceptScore W4287329374C41008148 @default.
- W4287329374 hasConceptScore W4287329374C61328038 @default.
- W4287329374 hasConceptScore W4287329374C74296488 @default.
- W4287329374 hasConceptScore W4287329374C99498987 @default.
- W4287329374 hasLocation W42873293741 @default.
- W4287329374 hasOpenAccess W4287329374 @default.
- W4287329374 hasPrimaryLocation W42873293741 @default.
- W4287329374 hasRelatedWork W1631909651 @default.
- W4287329374 hasRelatedWork W2355125052 @default.
- W4287329374 hasRelatedWork W2397741330 @default.
- W4287329374 hasRelatedWork W2418631473 @default.
- W4287329374 hasRelatedWork W2810291168 @default.
- W4287329374 hasRelatedWork W2950108968 @default.
- W4287329374 hasRelatedWork W3094189801 @default.
- W4287329374 hasRelatedWork W3160071434 @default.
- W4287329374 hasRelatedWork W3163142165 @default.
- W4287329374 hasRelatedWork W4287329374 @default.
- W4287329374 isParatext "false" @default.
- W4287329374 isRetracted "false" @default.
- W4287329374 workType "article" @default.