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Provides an all-in-one solution for automatic classification of sound events using convolutional neural networks (CNN). The main purpose is to provide a sound classification workflow, from annotating sound events in recordings to training and automating model usage in real-life situations. Using the package requires a pre-compiled collection of recordings with sound events of interest and it can be employed for: 1) Annotation: create a database of annotated recordings, 2) Training: prepare train data from annotated recordings and fit CNN models, 3) Classification: automate the use of the fitted model for classifying new recordings. By using automatic feature selection and a user-friendly GUI for managing data and training/deploying models, this package is intended to be used by a broad audience as it does not require specific expertise in statistics, programming or sound analysis. Please refer to the vignette for further information. Gibb, R., et al. (2019) <doi:10.1111/2041-210X.13101> Mac Aodha, O., et al. (2018) <doi:10.1371/journal.pcbi.1005995> Stowell, D., et al. (2019) <doi:10.1111/2041-210X.13103> LeCun, Y., et al. (2012) <doi:10.1007/978-3-642-35289-8_3>.
| Version: | 0.0.9.2 |
| Depends: | shinyBS, htmltools |
| Imports: | seewave, DBI, dplyr, dbplyr, RSQLite, signal, tuneR, zoo, magrittr, shinyFiles, shiny, utils, graphics, generics, keras, shinyjs |
| Suggests: | knitr, rmarkdown |
| Published: | 2022-05-29 |
| DOI: | 10.32614/CRAN.package.soundClass |
| Author: | Bruno Silva [aut, cre] |
| Maintainer: | Bruno Silva <bmsasilva at gmail.com> |
| BugReports: | https://github.com/bmsasilva/soundClass/issues |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | soundClass results |
| Reference manual: | soundClass.pdf |
| Vignettes: |
example |
| Package source: | soundClass_0.0.9.2.tar.gz |
| Windows binaries: | r-devel: soundClass_0.0.9.2.zip, r-release: soundClass_0.0.9.2.zip, r-oldrel: soundClass_0.0.9.2.zip |
| macOS binaries: | r-release (arm64): soundClass_0.0.9.2.tgz, r-oldrel (arm64): soundClass_0.0.9.2.tgz, r-release (x86_64): soundClass_0.0.9.2.tgz, r-oldrel (x86_64): soundClass_0.0.9.2.tgz |
| Old sources: | soundClass archive |
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These binaries (installable software) and packages are in development.
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