Tell a friend
Print
Unsupervised learning of low-level audio features for music similarity estimation
Osendorfer, Christian and Schlüter, Jan and Schmidhuber, Jürgen and van der Smagt, Patrick (2011) Unsupervised learning of low-level audio features for music similarity estimation. In: Proceedings. ICML 2011, The 28th International Conference on Machine Learning, 28. Juni 28 – 2. Juli 2011, Bellevue, USA.
![[img]](http://elib.dlr.de/style/images/fileicons/application_pdf.png) | PDF - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader 226Kb |
Abstract
While there is an enormous amount of music data available, the eld of music analysis almost exclusively uses manually designed features. In this work we learn features from music data in a completely unsupervised way and evaluate them on a musical genre classi- cation task. We achieve results very close to state-of-the-art performance which relies on highly hand-tuned feature extractors.
| Document Type: | Conference or Workshop Item (Speech, Paper) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Title: | Unsupervised learning of low-level audio features for music similarity estimation | ||||||||||
| Authors: |
| ||||||||||
| Date: | 2011 | ||||||||||
| Journal or Publication Title: | Proceedings | ||||||||||
| Refereed publication: | No | ||||||||||
| In SCOPUS: | No | ||||||||||
| In ISI Web of Science: | No | ||||||||||
| Status: | Published | ||||||||||
| Keywords: | machine-learning | ||||||||||
| Event Title: | ICML 2011, The 28th International Conference on Machine Learning | ||||||||||
| Event Location: | Bellevue, USA | ||||||||||
| Event Type: | international Conference | ||||||||||
| Event Dates: | 28. Juni 28 – 2. Juli 2011 | ||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||
| HGF - Program: | Space | ||||||||||
| HGF - Program Themes: | W SY - Technik für Raumfahrtsysteme | ||||||||||
| DLR - Research area: | Space | ||||||||||
| DLR - Program: | W SY - Technik für Raumfahrtsysteme | ||||||||||
| DLR - Research theme (Project): | W - RMC - Kognitive Intelligenz und Autonomie (old) | ||||||||||
| Location: | Oberpfaffenhofen | ||||||||||
| Institutes and Institutions: | Institute of Robotics and Mechatronics > Robotic Systems | ||||||||||
| Deposited By: | Gabriele Beinhofer | ||||||||||
| Deposited On: | 20 Jan 2012 11:32 | ||||||||||
| Last Modified: | 20 Jan 2012 11:32 |
Repository Staff Only: item control page
