Difference between revisions of "MIR workshop 2008 notes"

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(Getting Involved in the MIR Community)
(Research Databases / Collections of Ground truth data and copyright-cleared music)
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* [http://labrosa.ee.columbia.edu/projects/musicsim/uspop2002.html USPop ]
 
* [http://labrosa.ee.columbia.edu/projects/musicsim/uspop2002.html USPop ]
 
* [http://www.music-ir.org/mirex/2005/index.php/Audio_Genre_Classification Magnatunes]
 
* [http://www.music-ir.org/mirex/2005/index.php/Audio_Genre_Classification Magnatunes]
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* Download links for the ISMIR 2004 genre classification contest training set:
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http://ismir2004.ismir.net/genre_contest/index.htm
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http://www.iua.upf.es/mtg/ismir2004/contest/Training_Tracks1.tar.gz
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http://www.iua.upf.es/mtg/ismir2004/contest/Training_Tracks2.tar.gz
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Tags:
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* http://SocialMusicResearch.org/data
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* http://SocialMusicResearch.org/code

Revision as of 11:38, 1 October 2008

This page is intended to supplement the lecture material found in the class - providing extra tutorials, support, references for further reading, or demonstration code snippets for those interested in a given topic. Please contribute to this growing list of resources. Do you have a great explanation of how a technique works? Found a great Java applet that illustrates a concept? Discovered a great survey of the field for a particular area? Please add it for the benefit of future students. Thanks!

I encourage you to ADD links and sections - but please do not REMOVE headings or items from the page.

Contents

Timing and Segmentation

Onset Detection

Papers

Code

Beat Extraction

Papers

Code

Tempo Extraction

Papers

Code

Feature Extraction

Low Level Features

Zero Crossing, Temporal centroid, Log Attack time, Attack slope), Spectral features (Centroid, Flux, RMS, Rolloff, Flatness, Kurtosis, Brightness),Spectral bands, Log spectrogram

Chroma bins

MFCC

Auditory Toolbox (code and docs)

MPEG-7

Higher-level features

Key Estimation

Chord Estimation

Genre (genre, artist ID, similarity)

"Fingerprints"

Visualizing and Sonifying Feature data

Matt Hoffman's feature sonification work

Analysis / Decision Making

Classification

Heuristic Analysis

Distance measures (Euclidean, Manhattan, etc.)

k-NN

SVM / One-class SVM

Resources

Code

Clustering and probability density models

Density distance measures (centroid distance, EMD, KL-divergence, etc)

k-Means

Clustering

GMM

HMM

Nested classifier / Anchor-space / template-based systems

Model / Data Preparation Techniques

Data Preparation

PCA / LDA

Scaling data

Model organization

  • concept, design, data set construction and organization

Evaluation Methodology

Feature selection

Cross Validation

Information Retrieval metrics (precision, recall, F-Measure)

Real-world applications

Audio Segmentation

Automatic Audio Segmentation: Segment Boundary and Structure Detection in Popular Music

Audio Fingerprinting

Drum Transcription

Audio Similarity

Music Recommendation / Playlisting

Getting Involved in the MIR Community

Research Databases / Collections of Ground truth data and copyright-cleared music

http://ismir2004.ismir.net/genre_contest/index.htm http://www.iua.upf.es/mtg/ismir2004/contest/Training_Tracks1.tar.gz http://www.iua.upf.es/mtg/ismir2004/contest/Training_Tracks2.tar.gz Tags: