Package: soundClass 0.0.9.3

soundClass: Sound Classification Using Convolutional Neural Networks

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 training 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>.

Authors:Bruno Silva [aut, cre]

soundClass_0.0.9.3.tar.gz
soundClass_0.0.9.3.zip(r-4.5)soundClass_0.0.9.3.zip(r-4.4)soundClass_0.0.9.3.zip(r-4.3)
soundClass_0.0.9.3.tgz(r-4.4-any)soundClass_0.0.9.3.tgz(r-4.3-any)
soundClass_0.0.9.3.tar.gz(r-4.5-noble)soundClass_0.0.9.3.tar.gz(r-4.4-noble)
soundClass_0.0.9.3.tgz(r-4.4-emscripten)soundClass_0.0.9.3.tgz(r-4.3-emscripten)
soundClass.pdf |soundClass.html
soundClass/json (API)
NEWS

# Install 'soundClass' in R:
install.packages('soundClass', repos = c('https://bmsasilva.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/bmsasilva/soundclass/issues

On CRAN:

4.18 score 3 stars 2 scripts 118 downloads 11 exports 78 dependencies

Last updated 2 years agofrom:7990081b6f. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 04 2024
R-4.5-winNOTENov 04 2024
R-4.5-linuxNOTENov 04 2024
R-4.4-winNOTENov 04 2024
R-4.4-macNOTENov 04 2024
R-4.3-winNOTENov 04 2024
R-4.3-macNOTENov 04 2024

Exports:%>%app_labelapp_modelauto_idcreate_dbfind_noiseimport_audioms2samplesplot_tdspectro_callstrain_metadata

Dependencies:backportsbase64encbitbit64blobbslibcachemclicommonmarkconfigcpp11crayonDBIdbplyrdigestdplyrfansifastmapfontawesomefsgenericsglueherehtmltoolshttpuvjquerylibjsonlitekeraslaterlatticelifecyclemagrittrMASSMatrixmemoisemimepillarpkgconfigplogrpngprocessxpromisespspurrrR6rappdirsRcppRcppTOMLreticulaterlangrprojrootRSQLiterstudioapisassseewaveshinyshinyBSshinyFilesshinyjssignalsourcetoolsstringistringrtensorflowtfautographtfrunstibbletidyrtidyselecttuneRutf8vctrswhiskerwithrxtableyamlzeallotzoo

example

Rendered fromexample.Rmdusingknitr::rmarkdownon Nov 04 2024.

Last update: 2022-05-29
Started: 2022-01-27