Matches in SemOpenAlex for { <https://semopenalex.org/work/W4292946916> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4292946916 abstract "Recent deep learning models have achieved high performance in speech enhancement; however, it is still challenging to obtain a fast and low-complexity model without significant performance degradation. Previous knowledge distillation studies on speech enhancement could not solve this problem because their output distillation methods do not fit the speech enhancement task in some aspects. In this study, we propose multi-view attention transfer (MV-AT), a feature-based distillation, to obtain efficient speech enhancement models in the time domain. Based on the multi-view features extraction model, MV-AT transfers multi-view knowledge of the teacher network to the student network without additional parameters. The experimental results show that the proposed method consistently improved the performance of student models of various sizes on the Valentini and deep noise suppression (DNS) datasets. MANNER-S-8.1GF with our proposed method, a lightweight model for efficient deployment, achieved 15.4x and 4.71x fewer parameters and floating-point operations (FLOPs), respectively, compared to the baseline model with similar performance." @default.
- W4292946916 created "2022-08-24" @default.
- W4292946916 creator A5000829476 @default.
- W4292946916 creator A5001866594 @default.
- W4292946916 creator A5013238068 @default.
- W4292946916 creator A5024995454 @default.
- W4292946916 creator A5064273899 @default.
- W4292946916 date "2022-08-22" @default.
- W4292946916 modified "2023-09-27" @default.
- W4292946916 title "Multi-View Attention Transfer for Efficient Speech Enhancement" @default.
- W4292946916 doi "https://doi.org/10.48550/arxiv.2208.10367" @default.
- W4292946916 hasPublicationYear "2022" @default.
- W4292946916 type Work @default.
- W4292946916 citedByCount "0" @default.
- W4292946916 crossrefType "posted-content" @default.
- W4292946916 hasAuthorship W4292946916A5000829476 @default.
- W4292946916 hasAuthorship W4292946916A5001866594 @default.
- W4292946916 hasAuthorship W4292946916A5013238068 @default.
- W4292946916 hasAuthorship W4292946916A5024995454 @default.
- W4292946916 hasAuthorship W4292946916A5064273899 @default.
- W4292946916 hasBestOaLocation W42929469161 @default.
- W4292946916 hasConcept C105339364 @default.
- W4292946916 hasConcept C108583219 @default.
- W4292946916 hasConcept C111919701 @default.
- W4292946916 hasConcept C115961682 @default.
- W4292946916 hasConcept C119857082 @default.
- W4292946916 hasConcept C127413603 @default.
- W4292946916 hasConcept C150899416 @default.
- W4292946916 hasConcept C154945302 @default.
- W4292946916 hasConcept C163294075 @default.
- W4292946916 hasConcept C173608175 @default.
- W4292946916 hasConcept C178790620 @default.
- W4292946916 hasConcept C185592680 @default.
- W4292946916 hasConcept C201995342 @default.
- W4292946916 hasConcept C204030448 @default.
- W4292946916 hasConcept C2524010 @default.
- W4292946916 hasConcept C2776182073 @default.
- W4292946916 hasConcept C2780451532 @default.
- W4292946916 hasConcept C28490314 @default.
- W4292946916 hasConcept C28719098 @default.
- W4292946916 hasConcept C33923547 @default.
- W4292946916 hasConcept C3826847 @default.
- W4292946916 hasConcept C41008148 @default.
- W4292946916 hasConcept C99498987 @default.
- W4292946916 hasConceptScore W4292946916C105339364 @default.
- W4292946916 hasConceptScore W4292946916C108583219 @default.
- W4292946916 hasConceptScore W4292946916C111919701 @default.
- W4292946916 hasConceptScore W4292946916C115961682 @default.
- W4292946916 hasConceptScore W4292946916C119857082 @default.
- W4292946916 hasConceptScore W4292946916C127413603 @default.
- W4292946916 hasConceptScore W4292946916C150899416 @default.
- W4292946916 hasConceptScore W4292946916C154945302 @default.
- W4292946916 hasConceptScore W4292946916C163294075 @default.
- W4292946916 hasConceptScore W4292946916C173608175 @default.
- W4292946916 hasConceptScore W4292946916C178790620 @default.
- W4292946916 hasConceptScore W4292946916C185592680 @default.
- W4292946916 hasConceptScore W4292946916C201995342 @default.
- W4292946916 hasConceptScore W4292946916C204030448 @default.
- W4292946916 hasConceptScore W4292946916C2524010 @default.
- W4292946916 hasConceptScore W4292946916C2776182073 @default.
- W4292946916 hasConceptScore W4292946916C2780451532 @default.
- W4292946916 hasConceptScore W4292946916C28490314 @default.
- W4292946916 hasConceptScore W4292946916C28719098 @default.
- W4292946916 hasConceptScore W4292946916C33923547 @default.
- W4292946916 hasConceptScore W4292946916C3826847 @default.
- W4292946916 hasConceptScore W4292946916C41008148 @default.
- W4292946916 hasConceptScore W4292946916C99498987 @default.
- W4292946916 hasLocation W42929469161 @default.
- W4292946916 hasOpenAccess W4292946916 @default.
- W4292946916 hasPrimaryLocation W42929469161 @default.
- W4292946916 hasRelatedWork W2937746951 @default.
- W4292946916 hasRelatedWork W2945992231 @default.
- W4292946916 hasRelatedWork W2960456850 @default.
- W4292946916 hasRelatedWork W3031818154 @default.
- W4292946916 hasRelatedWork W3099765033 @default.
- W4292946916 hasRelatedWork W3131673289 @default.
- W4292946916 hasRelatedWork W3133293092 @default.
- W4292946916 hasRelatedWork W4200442073 @default.
- W4292946916 hasRelatedWork W4213299466 @default.
- W4292946916 hasRelatedWork W4281382123 @default.
- W4292946916 isParatext "false" @default.
- W4292946916 isRetracted "false" @default.
- W4292946916 workType "article" @default.