1. Pathways to SEASR
Audio Analysis
NEMA
NESTER
National Center for Supercomputing Applicationsquot;
University of Illinois at Urbana-Champaign
The SEASR project and its Meandre infrastructure!
are sponsored by The Andrew W. Mellon Foundation
2. Defining Music Information Retrieval?
• Music Information Retrieval (MIR) is the process of
searching for, and finding, music objects, or parts
of music objects, via a query framed musically
and/or in musical terms
• Music Objects: Scores, Parts, Recordings (WAV,
MP3, etc.), etc.
• Musically framed query: Singing, Humming,
Keyboard, Notation-based, MIDI file, Sound file,
etc.
• Musical terms: Genre, Style, Tempo, etc.
3. NEMA
Networked Environment for Music Analysis
– UIUC, McGill (CA), Goldsmiths (UK), Queen Mary (UK),
Southampton (UK), Waikato (NZ)
– Multiple geographically distributed locations with
access to different audio collections
– Distributed computation to extract a set of features
and/or build and apply models
4. SEASR: @ Work – NEMA
Executes a SEASR
flow for each run
– Loads audio data
– Extracts features
from every 10
second moving
window of audio
– Loads models
– Applies the
models
– Sends results
back to the WebUI
6. NEMA Vision
• researchers at Lab A to easily build a virtual collection from
Library B and Lab C,
• acquire the necessary ground-truth from Lab D,
• incorporate a feature extractor from Lab E, combine with
the extracted features with those provided by Lab F,
• build a set of models based on pair of classifiers from Labs
G and H
• validate the results against another virtual collection taken
from Lab I and Library J.
• Once completed, the results and newly created features
sets would be, in turn, made available for others to build
upon
11. Nester: Cardinal Annotation
• Audio tagging
environment
• Green boxes
indicate a tag by a
researcher
• Given tags,
automated
approaches to
learn the pattern
are applied to find
untagged patterns
14. Pathways to SEASRquot;
Audio
National Center for Supercomputing Applicationsquot;
University of Illinois at Urbana-Champaign
The SEASR project and its Meandre infrastructurequot;
are sponsored by The Andrew W. Mellon Foundation