Matches in SemOpenAlex for { <https://semopenalex.org/work/W3008707468> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3008707468 endingPage "415" @default.
- W3008707468 startingPage "411" @default.
- W3008707468 abstract "For environmental sound classification (ESC), this letter presents a learnable auditory filterbank based on a one-dimensional (1D) convolutional neural network with strong psychophysiological inductive bias in the form of a gammatone filterbank and an equal-loudness prompting normalization. In the past, a number of ESC methods based on learnable auditory features obtained by performing plain 1D convolutions on raw input waveforms for outperforming traditional handcrafted features such as a mel-frequency filterbank have been proposed. However, the large number of parameters involved in the convolutions suggests that these methods will not generalize better than a model defined by a smaller number of parameters, which is considered in this letter. Here, a learnable gammatone filterbank layer consisting of 1D kernels represented by a parametric form of the bandpass gammatone filters is proposed for acquiring a time-frequency representation of the raw waveform. A normalization with learnable parameters that control the trade-off between energy equalization and structure preservation in the spectro-temporal domain is proposed. To verify the effectiveness of the considered network and the normalization, ESC experiments on the ESC-50 and UrbanSound8K datasets were conducted. Compared to other state-of-the-art networks, the considered network performed better on the two datasets. In addition, an ensemble architecture achieved further performance improvement." @default.
- W3008707468 created "2020-03-06" @default.
- W3008707468 creator A5010227336 @default.
- W3008707468 creator A5073287748 @default.
- W3008707468 date "2020-01-01" @default.
- W3008707468 modified "2023-10-16" @default.
- W3008707468 title "CNN-Based Learnable Gammatone Filterbank and Equal-Loudness Normalization for Environmental Sound Classification" @default.
- W3008707468 cites W1496704041 @default.
- W3008707468 cites W1511170870 @default.
- W3008707468 cites W1650531274 @default.
- W3008707468 cites W1972567154 @default.
- W3008707468 cites W1980274578 @default.
- W3008707468 cites W2004364410 @default.
- W3008707468 cites W2033388440 @default.
- W3008707468 cites W2038484192 @default.
- W3008707468 cites W2052666245 @default.
- W3008707468 cites W2103235956 @default.
- W3008707468 cites W2112796928 @default.
- W3008707468 cites W2130640900 @default.
- W3008707468 cites W2135342008 @default.
- W3008707468 cites W2196961052 @default.
- W3008707468 cites W2211849486 @default.
- W3008707468 cites W2232894815 @default.
- W3008707468 cites W2403172465 @default.
- W3008707468 cites W2529337537 @default.
- W3008707468 cites W2593451766 @default.
- W3008707468 cites W2745357708 @default.
- W3008707468 cites W2939574508 @default.
- W3008707468 cites W3098357269 @default.
- W3008707468 cites W4230711219 @default.
- W3008707468 doi "https://doi.org/10.1109/lsp.2020.2975422" @default.
- W3008707468 hasPublicationYear "2020" @default.
- W3008707468 type Work @default.
- W3008707468 sameAs 3008707468 @default.
- W3008707468 citedByCount "33" @default.
- W3008707468 countsByYear W30087074682019 @default.
- W3008707468 countsByYear W30087074682020 @default.
- W3008707468 countsByYear W30087074682021 @default.
- W3008707468 countsByYear W30087074682022 @default.
- W3008707468 countsByYear W30087074682023 @default.
- W3008707468 crossrefType "journal-article" @default.
- W3008707468 hasAuthorship W3008707468A5010227336 @default.
- W3008707468 hasAuthorship W3008707468A5073287748 @default.
- W3008707468 hasConcept C100515483 @default.
- W3008707468 hasConcept C105795698 @default.
- W3008707468 hasConcept C106131492 @default.
- W3008707468 hasConcept C117251300 @default.
- W3008707468 hasConcept C136886441 @default.
- W3008707468 hasConcept C144024400 @default.
- W3008707468 hasConcept C153180895 @default.
- W3008707468 hasConcept C154945302 @default.
- W3008707468 hasConcept C19165224 @default.
- W3008707468 hasConcept C197424946 @default.
- W3008707468 hasConcept C28490314 @default.
- W3008707468 hasConcept C31972630 @default.
- W3008707468 hasConcept C33923547 @default.
- W3008707468 hasConcept C41008148 @default.
- W3008707468 hasConcept C554190296 @default.
- W3008707468 hasConcept C76155785 @default.
- W3008707468 hasConcept C79018884 @default.
- W3008707468 hasConcept C81363708 @default.
- W3008707468 hasConceptScore W3008707468C100515483 @default.
- W3008707468 hasConceptScore W3008707468C105795698 @default.
- W3008707468 hasConceptScore W3008707468C106131492 @default.
- W3008707468 hasConceptScore W3008707468C117251300 @default.
- W3008707468 hasConceptScore W3008707468C136886441 @default.
- W3008707468 hasConceptScore W3008707468C144024400 @default.
- W3008707468 hasConceptScore W3008707468C153180895 @default.
- W3008707468 hasConceptScore W3008707468C154945302 @default.
- W3008707468 hasConceptScore W3008707468C19165224 @default.
- W3008707468 hasConceptScore W3008707468C197424946 @default.
- W3008707468 hasConceptScore W3008707468C28490314 @default.
- W3008707468 hasConceptScore W3008707468C31972630 @default.
- W3008707468 hasConceptScore W3008707468C33923547 @default.
- W3008707468 hasConceptScore W3008707468C41008148 @default.
- W3008707468 hasConceptScore W3008707468C554190296 @default.
- W3008707468 hasConceptScore W3008707468C76155785 @default.
- W3008707468 hasConceptScore W3008707468C79018884 @default.
- W3008707468 hasConceptScore W3008707468C81363708 @default.
- W3008707468 hasLocation W30087074681 @default.
- W3008707468 hasOpenAccess W3008707468 @default.
- W3008707468 hasPrimaryLocation W30087074681 @default.
- W3008707468 hasRelatedWork W1991269640 @default.
- W3008707468 hasRelatedWork W2016839265 @default.
- W3008707468 hasRelatedWork W2097792871 @default.
- W3008707468 hasRelatedWork W2145748381 @default.
- W3008707468 hasRelatedWork W2767651786 @default.
- W3008707468 hasRelatedWork W2912288872 @default.
- W3008707468 hasRelatedWork W2979540569 @default.
- W3008707468 hasRelatedWork W3171304116 @default.
- W3008707468 hasRelatedWork W4287120475 @default.
- W3008707468 hasRelatedWork W564581980 @default.
- W3008707468 hasVolume "27" @default.
- W3008707468 isParatext "false" @default.
- W3008707468 isRetracted "false" @default.
- W3008707468 magId "3008707468" @default.
- W3008707468 workType "article" @default.