TUTCRIS - Tampereen teknillinen yliopisto

TUTCRIS

Acoustic Scene Classification: A Competition Review

Tutkimustuotosvertaisarvioitu

Yksityiskohdat

AlkuperäiskieliEnglanti
Otsikko2018 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2018
KustantajaIEEE
ISBN (elektroninen)9781538654774
DOI - pysyväislinkit
TilaJulkaistu - syyskuuta 2018
OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
TapahtumaIEEE International Workshop on Machine Learning for Signal Processing -
Kesto: 17 syyskuuta 201820 syyskuuta 2018

Conference

ConferenceIEEE International Workshop on Machine Learning for Signal Processing
Ajanjakso17/09/1820/09/18

Tiivistelmä

In this paper we study the problem of acoustic scene classification, i.e., categorization of audio sequences into mutually exclusive classes based on their spectral content. We describe the methods and results discovered during a competition organized in the context of a graduate machine learning course; both by the students and external participants. We identify the most suitable methods and study the impact of each by performing an ablation study of the mixture of approaches. We also compare the results with a neural network baseline, and show the improvement over that. Finally, we discuss the impact of using a competition as a part of a university course, and justify its importance in the curriculum based on student feedback.

Julkaisufoorumi-taso