RARE: Robust Audio Recognition Engine
Chris Burges, John Platt, Erin Renshaw
Text Mining, Navigation and Search and Knowledge Tools
Jonathan Goldstein, Database
Links:
Papers:
An IEEE paper describing technical details and tests on a large database (10 pages, postscript)
A shorter paper describing the feature extraction algorithms used (4 pages, pdf)
A tech report on a new bitvector filtering algorithm for fast lookup (12 pages, pdf)
Using audio fingerprinting for duplicate detection and thumbnail generation (4 pages, pdf)
Talks:
Robust Audio Feature Extraction, 5.17.02
RARE - Research Presentations, 8.22.02
High level Overview of RARE, 4.10.03
Overview of Bit Vectors 4.10.03
2003 TechFest Posters:
Fast, Robust Audio Fingerprinting (Distortion Discriminant Analysis for Robustness to Noise)
Redundant Bit Vectors for Fast High-Dimensional Database Lookup
Brief Description:
Audio fingerprinting (AF) attempts to
identify audio clips, either in files or in audio streams. The fingerprints are
constructed previously from clean copies of the clips; in this work,
fingerprints of length 256 bytes are used, although the length is easily to
change. Our audio fingerprinting works with any sort of audio.
AF has many possible applications. Software music players can use AF to
identify metadata such as artist, album and track when
other means fail (as happens today for user-generated CDs). Stream AF can be used with
portable devices such as PDAs to identify broadcast music.
Companies can use stream AF to detect whether commercials they have paid for actually
air in the market and at the time they expect, and to detect if
their commercials have been shortened. AF can be used to completely automate
the detection of (noisy) copies of audio in a database,
which can be very useful for large databases containing unlabeled data.
We've also shown how it can be used to detect choruses in music. Stream AF
could also be used to greatly increase the accuracy of the statistical
sampling of broadcast music that is currently used to assess royalties for
artists.