Music Technology Seminar (MUMT621)

Music Information Acquisition, Preservation, and Retrieval


Outline for Winter 2011

ISMIR paper deadline: 6 May 2011
01/05  
01/12

Special Guest: Carolyn Doi, “Music Information Literacy”

HTML presentations (10–15 min):

  • Finn: IMSLP
  • Alastair: Themefinder / MuseData
  • Trevor: Meldex
01/19

Special Guest: Andrew Hankinson, “Document Representation in Digital Music Libraries”

01/24 No class

 

02/02
  • Classifiers (genre, instrument, mood, performer, composer, rhythm, beat tracking, etc.)

Special Guest: Ashley Burgoyne, “HMM and Random Fields”

Slide-based presentation I

  • Alastair: Flac
  • Finn: MusicXML
  • Trevor: MPEG1
02/09

 

02/16

Slide-based presentation II

  • Trevor: HMM
  • Finn: Clustering / SOM
  • Alastair: SVM
02/23
  • Reading Week: No class
 
03/02  

Special Guest: Cory McKay, "jMIR"

Slide-based presentation III

  • Finn: Score following
  • Trevor: Feature extraction
03/09
  • Alastair: Audio fingerprinting
03/16  
03/23
  • Indexing
  • Watermarks
  • Final project proposal due

Slide-based presentation IV

  • Trevor: Cover song identification
  • Finn: Meter detection and transcription
  • Alastair: Monophonic Transcription
03/30

 

04/06

Final project bibliography due

Final project presentation


Assignments

Assignment #1 (Due 01/12) 4%

HTML presentation of existing music databases:


Assignment #2 (Due 02/02) 6% Slide-based presentation I
  • Slide-based presentation of MPEG formats (MPEG1, MPEG4, MPEG7, MPEG21), Ogg Vorbis, symbolic formats (MusicXML, GUIDO), or audio compression techniques
  • Annotated bibliography HTML page with links

Assignment #3 (Due 2/16) 10% Slide-based presentation II
  • Slide-based presentation of review of topics related to classifiers, e.g.: Neural Netwoks, Support Vector Machines, Gaussian Mixture Models, Hidden Markov Models, AdaBoost, or Dynamic Programming
  • Annotated bibliography HTML page with links
  • Written summary (2–3 pages) with complete bibliography

Assignment #4 (Due 03/02) 10% Slide-based presentation III
  • Slide-based presentation of review of a component of jMIR, review of transcription systems (monophonic, polyphonic, separation): Beat-box transcription, singing transcription, beat/tempo tracking using audio, beat/tempo tracking using MIDI, blackboard polyphonic transcription, Goto's works, historical overview, real-time pitch tracking, piano music transcription, or exploratory research on topics related to your final project.
  • Annotated bibliography HTML page with links
  • Written summary (2–3 pages) with extensive bibliography (Chicago style)

Assignment #5 (Due 03/23) 5%
  • Final project proposal (1–2 pages with partial bibliography, inlcude sub goals)

Assignment #6 (Due 03/23) 10% Slide-based presentation IV
  • Slide-based presentation on review of topics related to similarity, review of transcription systems (monophonic, polyphonic, separation): Beat-box transcription, singing transcription, beat/tempo tracking using audio, beat/tempo tracking using MIDI, blackboard polyphonic transcription, Goto's works, historical overview, real-time pitch tracking, piano music transcription, performer identification, structural (form) analysis, cover-song identification.
  • Annotated bibliography HTML page with links
  • Written summary (2–3 pages) with extensive bibliography (Chicago style)

Assignment #7 (Due 04/06) 5%
  • Final project full bibliography

Final project (Due 05/02) 40%
  • Software project with description (2–3 pages)

or

  • Research paper (5–10 pages)

Reading list

  • Byrd, D., and T. Crawford. 2001. Problems of music information retrieval in the real world. Information Processing & Management 38 (2): 249–72.
  • Casey, M., et al. 2008. Content-based music information retrieval. Proceedings of the IEEE 96 (4): 668–96.
  • Downie, S. 2003. Music infomration retrieval. In Annual Review of Information Science and Technology 37, edited by B. Cronin, 295–340. Medford, NJ: Information Today.
  • Foote, J. 1999. An Overview of Audio Information Retrieval. Multimedia Systems 7(1): 2–10.
  • All ISMIR papers (2000–10)
  • MIREX
  • PhDTheses and Doctoral Dissertations Related to Music Information Retrieval (Pampalk)

Participants

Created: 2004.01.02 Modified: Ichiro Fujinaga
McGill Crest