Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309584438> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4309584438 abstract "There is a surge in interest in self-supervised learning approaches for end-to-end speech encoding in recent years as they have achieved great success. Especially, WavLM showed state-of-the-art performance on various speech processing tasks. To better understand the efficacy of self-supervised learning models for speech enhancement, in this work, we design and conduct a series of experiments with three resource conditions by combining WavLM and two high-quality speech enhancement systems. Also, we propose a regression-based WavLM training objective and a noise-mixing data configuration to further boost the downstream enhancement performance. The experiments on the DNS challenge dataset and a simulation dataset show that the WavLM benefits the speech enhancement task in terms of both speech quality and speech recognition accuracy, especially for low fine-tuning resources. For the high fine-tuning resource condition, only the word error rate is substantially improved." @default.
- W4309584438 created "2022-11-28" @default.
- W4309584438 creator A5003866126 @default.
- W4309584438 creator A5017825677 @default.
- W4309584438 creator A5029734766 @default.
- W4309584438 creator A5032260110 @default.
- W4309584438 creator A5034770439 @default.
- W4309584438 creator A5054155133 @default.
- W4309584438 creator A5073806960 @default.
- W4309584438 creator A5079533447 @default.
- W4309584438 date "2022-11-17" @default.
- W4309584438 modified "2023-10-16" @default.
- W4309584438 title "Exploring WavLM on Speech Enhancement" @default.
- W4309584438 doi "https://doi.org/10.48550/arxiv.2211.09988" @default.
- W4309584438 hasPublicationYear "2022" @default.
- W4309584438 type Work @default.
- W4309584438 citedByCount "0" @default.
- W4309584438 crossrefType "posted-content" @default.
- W4309584438 hasAuthorship W4309584438A5003866126 @default.
- W4309584438 hasAuthorship W4309584438A5017825677 @default.
- W4309584438 hasAuthorship W4309584438A5029734766 @default.
- W4309584438 hasAuthorship W4309584438A5032260110 @default.
- W4309584438 hasAuthorship W4309584438A5034770439 @default.
- W4309584438 hasAuthorship W4309584438A5054155133 @default.
- W4309584438 hasAuthorship W4309584438A5073806960 @default.
- W4309584438 hasAuthorship W4309584438A5079533447 @default.
- W4309584438 hasBestOaLocation W43095844381 @default.
- W4309584438 hasConcept C111472728 @default.
- W4309584438 hasConcept C115961682 @default.
- W4309584438 hasConcept C119857082 @default.
- W4309584438 hasConcept C125411270 @default.
- W4309584438 hasConcept C127413603 @default.
- W4309584438 hasConcept C138885662 @default.
- W4309584438 hasConcept C154945302 @default.
- W4309584438 hasConcept C163294075 @default.
- W4309584438 hasConcept C201995342 @default.
- W4309584438 hasConcept C204201278 @default.
- W4309584438 hasConcept C2776182073 @default.
- W4309584438 hasConcept C2779530757 @default.
- W4309584438 hasConcept C2780451532 @default.
- W4309584438 hasConcept C28490314 @default.
- W4309584438 hasConcept C40969351 @default.
- W4309584438 hasConcept C41008148 @default.
- W4309584438 hasConcept C61328038 @default.
- W4309584438 hasConcept C99498987 @default.
- W4309584438 hasConceptScore W4309584438C111472728 @default.
- W4309584438 hasConceptScore W4309584438C115961682 @default.
- W4309584438 hasConceptScore W4309584438C119857082 @default.
- W4309584438 hasConceptScore W4309584438C125411270 @default.
- W4309584438 hasConceptScore W4309584438C127413603 @default.
- W4309584438 hasConceptScore W4309584438C138885662 @default.
- W4309584438 hasConceptScore W4309584438C154945302 @default.
- W4309584438 hasConceptScore W4309584438C163294075 @default.
- W4309584438 hasConceptScore W4309584438C201995342 @default.
- W4309584438 hasConceptScore W4309584438C204201278 @default.
- W4309584438 hasConceptScore W4309584438C2776182073 @default.
- W4309584438 hasConceptScore W4309584438C2779530757 @default.
- W4309584438 hasConceptScore W4309584438C2780451532 @default.
- W4309584438 hasConceptScore W4309584438C28490314 @default.
- W4309584438 hasConceptScore W4309584438C40969351 @default.
- W4309584438 hasConceptScore W4309584438C41008148 @default.
- W4309584438 hasConceptScore W4309584438C61328038 @default.
- W4309584438 hasConceptScore W4309584438C99498987 @default.
- W4309584438 hasLocation W43095844381 @default.
- W4309584438 hasOpenAccess W4309584438 @default.
- W4309584438 hasPrimaryLocation W43095844381 @default.
- W4309584438 hasRelatedWork W1570867132 @default.
- W4309584438 hasRelatedWork W2100534065 @default.
- W4309584438 hasRelatedWork W2131674787 @default.
- W4309584438 hasRelatedWork W2294333436 @default.
- W4309584438 hasRelatedWork W2485008119 @default.
- W4309584438 hasRelatedWork W2653598178 @default.
- W4309584438 hasRelatedWork W2786518799 @default.
- W4309584438 hasRelatedWork W2982791924 @default.
- W4309584438 hasRelatedWork W3010889951 @default.
- W4309584438 hasRelatedWork W3160951110 @default.
- W4309584438 isParatext "false" @default.
- W4309584438 isRetracted "false" @default.
- W4309584438 workType "article" @default.