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
A useful tool to generate chord progressions according to melody MIDIs

Auto chord generator, pure python package that generate chord progressions according to given melodies

Billy Yi 53 Dec 30, 2022
A Quick Music Player Made Fully in Python

Quick Music Player Made Fully In Python. Pure Python, cross platform, single function module with no dependencies for playing sounds. Installation & S

1 Dec 24, 2021
Neural building blocks for speaker diarization: speech activity detection, speaker change detection, overlapped speech detection, speaker embedding

โš ๏ธ Checkout develop branch to see what is coming in pyannote.audio 2.0: a much smaller and cleaner codebase Python-first API (the good old pyannote-au

pyannote 2.1k Dec 31, 2022
TwitterMusicBot - A Twitter bot with Spotify integration.

A Twitter Music Bot ๐Ÿค– ๐ŸŽต ๐ŸŽถ I created this project to learn more about APIs, so it only works for student purposes. Initially, delving into the Spoti

Gustavo Oliveira 2 Jan 02, 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
live coding in python + supercollider

live coding in python + supercollider

Zack 6 Feb 06, 2022
Royal Music You can play music and video at a time in vc

Royals-Music Royal Music You can play music and video at a time in vc Commands SOON String STRING_SESSION Deployment ๐ŸŽ– Credits โ€ข ๐Ÿ‡ธแดแดสแด€โƒ๐Ÿ‡ฏแด‡แด‡แด› โ€ข ๐Ÿ‡ดา“า“ษช

2 Nov 23, 2021
A python package for calculating the PESQ.

PyPESQ (WIP) Pypesq is a python wrapper for the PESQ score calculation C routine. It only can be used in evaluation purpose. INSTALL pip install https

Jingdong Li 269 Dec 18, 2022
Algorithmic and AI MIDI Drums Generator Implementation

Algorithmic and AI MIDI Drums Generator Implementation

Tegridy Code 8 Dec 30, 2022
A bot that can play music on Telegram Group and Channel Voice Chats

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

TeamOfDaisyX 20 Jun 11, 2021
Codes for "Efficient Long-Range Attention Network for Image Super-resolution"

ELAN Codes for "Efficient Long-Range Attention Network for Image Super-resolution", arxiv link. Dependencies & Installation Please refer to the follow

xindong zhang 124 Dec 22, 2022
Tradutor de um arquivo MIDI para ser usado em um simulador RISC-V(RARS)

Tradutor_MIDI-RISC-V Tradutor de um arquivo MIDI para ser usado em um simulador RISC-V(RARS) *O resultado sai com essa formataรงรฃo: nota,duraรงรฃo,nota,d

Gabriel B. G. 4 Sep 02, 2022
pedalboard is a Python library for adding effects to audio.

pedalboard is a Python library for adding effects to audio. It supports a number of common audio effects out of the box, and also allows the use of VST3ยฎ and Audio Unit plugin formats for third-party

Spotify 3.9k Jan 02, 2023
Open-Source Tools & Data for Music Source Separation: A Pragmatic Guide for the MIR Practitioner

Open-Source Tools & Data for Music Source Separation: A Pragmatic Guide for the MIR Practitioner

IELab@ Korea University 0 Nov 12, 2021
๐ŸŽต A repository for manually annotating files to create labeled acoustic datasets for machine learning.

๐ŸŽต A repository for manually annotating files to create labeled acoustic datasets for machine learning.

Jim Schwoebel 28 Dec 22, 2022
Stream Music ๐ŸŽต ๐˜ผ ๐™—๐™ค๐™ฉ ๐™ฉ๐™๐™–๐™ฉ ๐™˜๐™–๐™ฃ ๐™ฅ๐™ก๐™–๐™ฎ ๐™ข๐™ช๐™จ๐™ž๐™˜ ๐™ค๐™ฃ ๐™๐™š๐™ก๐™š๐™œ๐™ง๐™–๐™ข ๐™‚๐™ง๐™ค๐™ช๐™ฅ ๐™–๐™ฃ๐™™ ๐˜พ๐™๐™–๐™ฃ๐™ฃ๐™š๐™ก ๐™‘๐™ค๐™ž๐™˜๐™š ๐˜พ๐™๐™–๐™ฉ๐™จ ๐˜ผ๐™ซ๐™–๐™ž๐™ก?

Stream Music ๐ŸŽต ๐˜ผ ๐™—๐™ค๐™ฉ ๐™ฉ๐™๐™–๐™ฉ ๐™˜๐™–๐™ฃ ๐™ฅ๐™ก๐™–๐™ฎ ๐™ข๐™ช๐™จ๐™ž๐™˜ ๐™ค๐™ฃ ๐™๐™š๐™ก๐™š๐™œ๐™ง๐™–๐™ข ๐™‚๐™ง๐™ค๐™ช๐™ฅ ๐™–๐™ฃ๐™™ ๐˜พ๐™๐™–๐™ฃ๐™ฃ๐™š๐™ก ๐™‘๐™ค๐™ž๐™˜๐™š ๐˜พ๐™๐™–๐™ฉ๐™จ ๐˜ผ๐™ซ๐™–๐™ž๐™ก?

Sadew Jayasekara 15 Nov 12, 2022
A GUI-based audio player with support for a large variety of formats

Miza-Player A GUI-based audio player with support for a large variety of formats, able to play from web-hosted media platforms such as YouTube, includ

Thomas Xin 3 Dec 14, 2022
Analyze, visualize and process sound field data recorded by spherical microphone arrays.

Sound Field Analysis toolbox for Python The sound_field_analysis toolbox (short: sfa) is a Python port of the Sound Field Analysis Toolbox (SOFiA) too

Division of Applied Acoustics at Chalmers University of Technology 69 Nov 23, 2022
gentle forced aligner

Gentle Robust yet lenient forced-aligner built on Kaldi. A tool for aligning speech with text. Getting Started There are three ways to install Gentle.

1.2k Dec 30, 2022
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