LibXtract is a simple, portable, lightweight library of audio feature extraction functions.

Related tags

AudioLibXtract
Overview

LibXtract

Build Status

LibXtract is a simple, portable, lightweight library of audio feature extraction functions. The purpose of the library is to provide a relatively exhaustive set of feature extraction primatives that are designed to be 'cascaded' to create a extraction hierarchies.

For example, 'variance', 'average deviation', 'skewness' and 'kurtosis', all require the 'mean' of the input vector to be precomputed. However, rather than compute the 'mean' 'inside' each function, it is expected that the 'mean' will be passed in as an argument. This means that if the user wishes to use all of these features, the mean is calculated only once, and then passed to any functions that require it.

This philosophy of 'cascading' features is followed throughout the library, for example with features that operate on the magnitude spectrum of a signal vector (e.g. 'irregularity'), the magnitude spectrum is not calculated 'inside' the respective function, instead, a pointer to the first element in an array containing the magnitude spectrum is passed in as an argument.

Hopefully this not only makes the library more efficient when computing large numbers of features, but also makes it more flexible because extraction functions can be combined arbitrarily (one can take the irregularility of the Mel Frequency Cepstral Coefficients for example).

A complete list of features can be found by viewing the header files, or reading the doxygen documentation, available with this package.

Downloading

The latest source code release for LibXtract can be downloaded from https://github.com/jamiebullock/LibXtract/downloads.

Dependencies

To build the SWIG bindings SWIG is required. For the Python bindings, a Python install is required. For the Java bindings a Java install is required.

Installation

Type make install to build and install to /usr/local. Type make install PREFIX=/somewhere/else to install to /somewhere/else,

Documentation

LibXtract headers are documented using doxygen comments.

If you have doxygen installed, the LibXtract build system should automatically detect this during configure and generate LaTeX and HTML documentation in the doc directory when LibXtract is built with make.

The generated HTML documentation can then be viewed in a web browser by opening the file doc/html/index.html.

Pre-generated documentation can be found on the LibXtract website

License 

Copyright (C) 2012 Jamie Bullock

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Owner
Jamie Bullock
Lead C++ developer at Noiiz
Jamie Bullock
Users can transcribe their favorite piano recordings to MIDI files after installation

Users can transcribe their favorite piano recordings to MIDI files after installation

190 Dec 17, 2022
An AI for Music Generation

An AI for Music Generation

Hao-Wen Dong 1.3k Dec 31, 2022
Frescobaldi LilyPond Editor

README for Frescobaldi Homepage: http://www.frescobaldi.org/ Main author: Wilbert Berendsen Frescobaldi is a LilyPond sheet music text editor. It aims

Frescobaldi 600 Dec 29, 2022
Sequencer: Deep LSTM for Image Classification

Sequencer: Deep LSTM for Image Classification Created by Yuki Tatsunami Masato Taki This repository contains implementation for Sequencer. Abstract In

Yuki Tatsunami 111 Dec 16, 2022
Voice helper on russian

Voice helper on russian

KreO 1 Jun 30, 2022
DaisyXmusic ❤ A bot that can play music on Telegram Group and Channel Voice Chats

DaisyXmusic ❤ is the best and only Telegram VC player with playlists, Multi Playback, Channel play and more

TeamOfDaisyX 34 Oct 22, 2022
Library for working with sound files of the format: .ogg, .mp3, .wav

Library for working with sound files of the format: .ogg, .mp3, .wav. By work is meant - playing sound files in a straight line and in the background, obtaining information about the sound file (auth

Romanin 2 Dec 15, 2022
Official implementation of A cappella: Audio-visual Singing VoiceSeparation, from BMVC21

Y-Net Official implementation of A cappella: Audio-visual Singing VoiceSeparation, British Machine Vision Conference 2021 Project page: ipcv.github.io

Juan F. Montesinos 12 Oct 22, 2022
praudio provides audio preprocessing framework for Deep Learning audio applications

praudio provides objects and a script for performing complex preprocessing operations on entire audio datasets with one command.

Valerio Velardo 105 Dec 26, 2022
Multi-Track Music Generation with the Transfomer and the Johann Sebastian Bach Chorales dataset

MMM: Exploring Conditional Multi-Track Music Generation with the Transformer and the Johann Sebastian Bach Chorales Dataset. Implementation of the pap

102 Dec 08, 2022
In this project we can see how we can generate automatic music using character RNN.

Automatic Music Genaration Table of Contents Project Description Approach towards the problem Limitations Libraries Used Summary Applications Referenc

Pronay Ghosh 2 May 27, 2022
A rofi-blocks script that searches youtube and plays the selected audio on mpv.

rofi-ytm A rofi-blocks script that searches youtube and plays the selected audio on mpv. To use the script, run the following command rofi -modi block

Cliford 26 Dec 21, 2022
SU Music Player — The first open-source PyTgCalls based Pyrogram bot to play music in voice chats

SU Music Player — The first open-source PyTgCalls based Pyrogram bot to play music in voice chats Note Neither this, or PyTgCalls are fully

SU Projects 58 Jan 02, 2023
Python library for audio and music analysis

librosa A python package for music and audio analysis. Documentation See https://librosa.org/doc/ for a complete reference manual and introductory tut

librosa 5.6k Jan 06, 2023
GNOME powered sound conversion

SoundConverter A simple sound converter application for the GNOME environment. It reads anything the GStreamer library can read, and writes Ogg Vorbis

Gautier Portet 188 Dec 17, 2022
Audio2midi - Automatic Audio-to-symbolic Arrangement

Automatic Audio-to-symbolic Arrangement This is the repository of the project "Audio-to-symbolic Arrangement via Cross-modal Music Representation Lear

Ziyu Wang 24 Dec 05, 2022
python wrapper for rubberband

pyrubberband A python wrapper for rubberband. For now, this just provides lightweight wrappers for pitch-shifting and time-stretching. All processing

Brian McFee 106 Nov 28, 2022
extract unpack asset file (form unreal engine 4 pak) with extenstion *.uexp which contain awb/acb (cri/cpk like) sound or music resource

Uexp2Awb extract unpack asset file (form unreal engine 4 pak) with extenstion .uexp which contain awb/acb (cri/cpk like) sound or music resource. i ju

max 6 Jun 22, 2022
Mopidy is an extensible music server written in Python

Mopidy Mopidy is an extensible music server written in Python. Mopidy plays music from local disk, Spotify, SoundCloud, Google Play Music, and more. Y

Mopidy 7.6k Jan 05, 2023
Code for csig audio deepfake detection

FMFCC Audio Deepfake Detection Solution This repo provides an solution for the 多媒体伪造取证大赛. Our solution achieve the 1st in the Audio Deepfake Detection

BokingChen 9 Jun 04, 2022