Projekter pr. år
Abstract
We re-implement and test two state-of-the-art systems
for automatic music genre classification;
but unlike past works in this area,
we look closer than ever before at their behavior.
First, we look at specific instances where
each system consistently applies the same wrong label
across multiple trials of cross-validation.
Second, we test the robustness of each system
to spectral equalization.
Finally, we test how well human subjects recognize
the genres of music excerpts composed by
each system to be highly genre representative.
Our results suggest that neither high-performing system
has a capacity to recognize music genre.
for automatic music genre classification;
but unlike past works in this area,
we look closer than ever before at their behavior.
First, we look at specific instances where
each system consistently applies the same wrong label
across multiple trials of cross-validation.
Second, we test the robustness of each system
to spectral equalization.
Finally, we test how well human subjects recognize
the genres of music excerpts composed by
each system to be highly genre representative.
Our results suggest that neither high-performing system
has a capacity to recognize music genre.
| Originalsprog | Engelsk |
|---|---|
| Titel | Proceedings of the second international ACM workshop on Music information retrieval with user-centered and multimodal strategies |
| Vol/bind | 2012 |
| Forlag | Association for Computing Machinery |
| Publikationsdato | 2012 |
| Sider | 69-74 |
| ISBN (Trykt) | 978-1-4503-1591-3 |
| DOI | |
| Status | Udgivet - 2012 |
| Begivenhed | ACM Multimedia 2012: Workshop on Music Information Retrieval with User-Centered and Multimodal Strategies - Nara, Japan Varighed: 29 okt. 2012 → 2 nov. 2012 |
Konference
| Konference | ACM Multimedia 2012 |
|---|---|
| Land/Område | Japan |
| By | Nara |
| Periode | 29/10/2012 → 02/11/2012 |
| Navn | ACM Multimedia |
|---|
Fingeraftryk
Dyk ned i forskningsemnerne om 'Two Systems for Automatic Music Genre Recognition: What Are They Really Recognizing?'. Sammen danner de et unikt fingeraftryk.-
Greedy Sparse Approximation and the Automatic Description of Audio and Music Data
Sturm, B. L.
Technology and Production Independent Postdoc Center for Independent Research
01/01/2012 → …
Projekter: Projekt › Forskning
-
CoSound
Christensen, M. G., Tan, Z., Jensen, S. H. & Sturm, B. L.
01/01/2012 → 31/12/2015
Projekter: Projekt › Forskning
Aktiviteter
- 1 Foredrag og præsentationer i privat eller offentlig virksomhed
-
The Crisis of Evaluation in Music Information Retrieval
Bob L. Sturm (Foredragsholder)
13 nov. 2013Aktivitet: Foredrag og mundtlige bidrag › Foredrag og præsentationer i privat eller offentlig virksomhed
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