Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201201079> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W3201201079 abstract "Nowadays disguised voice presents an increasing tendency towards daily life: it has become more and more important and difficult to identify whether an audio file has been disguised. However, researches on such detection are generally based on traditional acoustic features and traditional machine learning classifiers. Our experiment has shown that these methods have two issues: (1) the accuracy needs to be improved, (2) the generalization performance is poor. We considered two ways to figure them out, one is the feature, and the other is the classifier. Thus, we proposed Kekaimalu, based on CNN. Different from previous blind detection methods, Kekaimalu took speaker-independent phonetic characteristics into account in the training process. To test the proposed approach, we first confirmed that vqwav2vec representation carried clear phonetic information. Next, we observed that LCNN with layer normalization can further improve the differentiation. Finally, we merged statistical moments of traditional acoustic features and phonetic characteristics. The extensive experiment demonstrates that detection rates higher than 97%." @default.
- W3201201079 created "2021-09-27" @default.
- W3201201079 creator A5054835275 @default.
- W3201201079 creator A5090354306 @default.
- W3201201079 date "2021-01-01" @default.
- W3201201079 modified "2023-09-25" @default.
- W3201201079 title "Explore the Use of Self-supervised Pre-trained Acoustic Features on Disguised Speech Detection" @default.
- W3201201079 cites W1596996860 @default.
- W3201201079 cites W1913988943 @default.
- W3201201079 cites W1969952013 @default.
- W3201201079 cites W2053101950 @default.
- W3201201079 cites W2163922914 @default.
- W3201201079 cites W2747024632 @default.
- W3201201079 cites W2963460857 @default.
- W3201201079 cites W2964010806 @default.
- W3201201079 cites W2964346351 @default.
- W3201201079 cites W2973049979 @default.
- W3201201079 cites W2973157397 @default.
- W3201201079 cites W2982223350 @default.
- W3201201079 cites W3015265920 @default.
- W3201201079 cites W3163596720 @default.
- W3201201079 doi "https://doi.org/10.1007/978-3-030-86608-2_53" @default.
- W3201201079 hasPublicationYear "2021" @default.
- W3201201079 type Work @default.
- W3201201079 sameAs 3201201079 @default.
- W3201201079 citedByCount "0" @default.
- W3201201079 crossrefType "book-chapter" @default.
- W3201201079 hasAuthorship W3201201079A5054835275 @default.
- W3201201079 hasAuthorship W3201201079A5090354306 @default.
- W3201201079 hasConcept C134306372 @default.
- W3201201079 hasConcept C136886441 @default.
- W3201201079 hasConcept C144024400 @default.
- W3201201079 hasConcept C153180895 @default.
- W3201201079 hasConcept C154945302 @default.
- W3201201079 hasConcept C177148314 @default.
- W3201201079 hasConcept C19165224 @default.
- W3201201079 hasConcept C204321447 @default.
- W3201201079 hasConcept C28490314 @default.
- W3201201079 hasConcept C33923547 @default.
- W3201201079 hasConcept C41008148 @default.
- W3201201079 hasConcept C95623464 @default.
- W3201201079 hasConceptScore W3201201079C134306372 @default.
- W3201201079 hasConceptScore W3201201079C136886441 @default.
- W3201201079 hasConceptScore W3201201079C144024400 @default.
- W3201201079 hasConceptScore W3201201079C153180895 @default.
- W3201201079 hasConceptScore W3201201079C154945302 @default.
- W3201201079 hasConceptScore W3201201079C177148314 @default.
- W3201201079 hasConceptScore W3201201079C19165224 @default.
- W3201201079 hasConceptScore W3201201079C204321447 @default.
- W3201201079 hasConceptScore W3201201079C28490314 @default.
- W3201201079 hasConceptScore W3201201079C33923547 @default.
- W3201201079 hasConceptScore W3201201079C41008148 @default.
- W3201201079 hasConceptScore W3201201079C95623464 @default.
- W3201201079 hasLocation W32012010791 @default.
- W3201201079 hasOpenAccess W3201201079 @default.
- W3201201079 hasPrimaryLocation W32012010791 @default.
- W3201201079 hasRelatedWork W10974996 @default.
- W3201201079 hasRelatedWork W13839886 @default.
- W3201201079 hasRelatedWork W2582698 @default.
- W3201201079 hasRelatedWork W2583009 @default.
- W3201201079 hasRelatedWork W3083127 @default.
- W3201201079 hasRelatedWork W5319273 @default.
- W3201201079 hasRelatedWork W6494939 @default.
- W3201201079 hasRelatedWork W654939 @default.
- W3201201079 hasRelatedWork W7120470 @default.
- W3201201079 hasRelatedWork W7685913 @default.
- W3201201079 isParatext "false" @default.
- W3201201079 isRetracted "false" @default.
- W3201201079 magId "3201201079" @default.
- W3201201079 workType "book-chapter" @default.