Other packages > Find by keyword >

soundClass  

Sound Classification Using Convolutional Neural Networks
View on CRAN: Click here


Download and install soundClass package within the R console
Install from CRAN:
install.packages("soundClass")

Install from Github:
library("remotes")
install_github("cran/soundClass")

Install by package version:
library("remotes")
install_version("soundClass", "0.0.9.2")



Attach the package and use:
library("soundClass")
Maintained by
Bruno Silva
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-01
Latest Update: 2022-05-29
Description:
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>.
How to cite:
Bruno Silva (2022). soundClass: Sound Classification Using Convolutional Neural Networks. R package version 0.0.9.2, https://cran.r-project.org/web/packages/soundClass. Accessed 04 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:06), 0.0.9.1 (2022-03-04 17:50), 0.0.9 (2022-02-01 20:30)
Other packages that cited soundClass R package
View soundClass citation profile
Other R packages that soundClass depends, imports, suggests or enhances
Complete documentation for soundClass
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

sValues  
Measures of Sturdiness of Regression Coefficients
Implements the s-values proposed by Ed. Leamer. It provides a context-minimal approach for sensitivi ...
Download / Learn more Package Citations See dependency  
ggconf  
Simpler Appearance Modification of "ggplot2"
A flexible interface for ggplot2theme potentially saving 50 of your typing. ...
Download / Learn more Package Citations See dependency  
rCMA  
R-to-Java Interface for 'CMA-ES'
Tool for providing access to the Java version 'CMAEvolutionStrategy' of Nikolaus Hansen. 'CMA-ES' i ...
Download / Learn more Package Citations See dependency  
GLMMadaptive  
Generalized Linear Mixed Models using Adaptive Gaussian Quadrature
Fits generalized linear mixed models for a single grouping factor under maximum likelihood approxim ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
epigraphdb  
Interface Package for the 'EpiGraphDB' Platform
The interface package to access data from the 'EpiGraphDB' platform. It p ...
Download / Learn more Package Citations See dependency  
Maintainer: Yi Liu (view profile)

28,083

R Packages

239,283

Dependencies

74,457

Author Associations

28,084

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA