Music Information Retrieval-Lecture Slides [Introduction]-Literature, Slides of Music Information Retrieval

Download Music Information Retrieval-Lecture Slides [Introduction]-Literature and more Slides Music Information Retrieval in PDF only on Docsity!

Music Information Retrieval

Juan Pablo Bello MPATE-GE 2623 Music Information Retrieval New York University

Juan Pablo Bello

• Office: Room 626, 6th floor, 35 W 4th Street (ext. 85736)
• Office Hours: Wednesdays 2-5pm
• email: jpbello@nyu.edu
• Personal webpage: https://files.nyu.edu/jb2843/public/Home.html
• This course: http://www.nyu.edu/classes/bello/MIR.html

For example ...

Audio Signal

Spectrogram

Detection Function

Tempogram

BPM histogram

Electronica

Arousing

Fast

Folk

David Gray

Please Forgive me

Singer-songwriter

British

MIR Industry (a few examples)

• Audio Identification: Shazam, Gracenote
• Score Following: Rock Prodigy, SmartMusic, Rockband
• Automatic Music Transcription: Zenph
• Recommendation, Playlisting: Google Music, Last.fm
• Machine Listening: Echonest (BBC, MTV and many more)

MIR Research community

• ISMIR home and mailing list: http://www.ismir.net/
• Cumulative list of all ISMIR papers: http://www.ismir.net/all-papers.html
• MIR-related PhD theses: http://www.pampalk.at/mir-phds/
• MIR Evaluation eXchange (MIREX): http://www.music-ir.org/mirex/wiki/ MIREX_HOME
• Million Song Dataset: http://labrosa.ee.columbia.edu/millionsong/

Calendar: Lectures

• Week 1-2 Time-frequency representations
• Week 3 Novelty: onset detection
• Week 4-5 Periodicity: pitch and beat tracking
• Week 6 Low-level features: timbre analysis
• Week 7 Harmony: alignment, chord and key recognition
• Week 8 Structure: form analysis, segmentation
• Week 9-10 Sound classification: autotagging, artist and instrument ID
• Week 11-12 Similarity: fingerprinting, query-by-example, visualization

Calendar: Important dates Fall 2011

• 9.4 - Labour day
• 9.30 - (Friday 4-6pm) MBus/MTech meet and greet
• 10.10 - Columbus day
• 10.28 - (Friday 10am-2pm) MBus/MTech Innovation day
• 12.12 - (Wednesday on monday schedule) - Catch up
• 12.19 - Final project submission and presentation

Tutoring/Resources

• TA: Tae Min Cho (tmc323@nyu.edu), Tuesdays 3-5pm, Room 623
• TA: Jon Forsyth (jpf211@nyu.edu), Thursdays 3-5pm, Room 623
• USE THE OFFICE HOURS (Wednesdays 2-5pm)
• All relevant information is (or will be published) on the class website - Please read it carefully and keep checking for updates.
• http://www.nyu.edu/classes/bello/MIR.html

To do

• INSTALL MATLAB ASAP!

• Matlab documentation, tutorials, examples: www.mathworks.com/access/ helpdesk/help/techdoc/matlab.html
• Signal Processing Toolbox documentation, tutorials, examples: www.mathworks.com/access/helpdesk/help/toolbox/signal/
• Matlab file exchange: www.mathworks.com/matlabcentral/fileexchange/ loadCategory.do
• START LOOKING FOR PROJECT TOPIC: Visit MIR Community links, talk to current members of the MARL-MIR group (meets wednesdays 10am in 6th floor conference room), Attend the Friday seminars.