Joint Measurement of Localization and Detection of Sound Events

Annamaria Mesaros; Sharath Adavanne; Archontis Politis; Toni Heittola; Tuomas Virtanen

doi:10.1109/WASPAA.2019.8937220

Joint Measurement of Localization and Detection of Sound Events

Annamaria Mesaros, Sharath Adavanne, Archontis Politis, Toni Heittola, Tuomas Virtanen

Tietotekniikka

Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

49 Sitaatiot (Scopus)

47 Lataukset (Pure)

Abstrakti

Sound event detection and sound localization or tracking have historically been two separate areas of research. Recent development of sound event detection methods approach also the localization side, but lack a consistent way of measuring the joint performance of the system; instead, they measure the separate abilities for detection and for localization. This paper proposes augmentation of the localization metrics with a condition related to the detection, and conversely, use of location information in calculating the true positives for detection. An extensive evaluation example is provided to illustrate the behavior of such joint metrics. The comparison to the detection only and localization only performance shows that the proposed joint metrics operate in a consistent and logical manner, and characterize adequately both aspects.

Alkuperäiskieli	Englanti
Otsikko	2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
Kustantaja	IEEE
Sivut	333-337
Sivumäärä	5
ISBN (elektroninen)	978-1-7281-1123-0
ISBN (painettu)	978-1-7281-1124-7
DOI - pysyväislinkit	https://doi.org/10.1109/WASPAA.2019.8937220
Tila	Julkaistu - lokak. 2019
OKM-julkaisutyyppi	A4 Artikkeli konferenssijulkaisussa
Tapahtuma	IEEE Workshop on Applications of Signal Processing to Audio and Acoustics - Kesto: 1 tammik. 1900 → …

Julkaisusarja

Nimi	IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
ISSN (painettu)	1931-1168
ISSN (elektroninen)	1947-1629

Conference

Conference	IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
Ajanjakso	1/01/00 → …

Julkaisufoorumi-taso

Jufo-taso 1

Pääsy asiakirjaan

10.1109/WASPAA.2019.8937220

Joint Measurement of Localization and Detection 2019
This publication is copyrighted. You may download, display and print it for Your own personal use. Commercial use is prohibited.
Accepted author manuscript, 256 KB

http://urn.fi/URN:NBN:fi:tuni-202003042534

TAU-NIGENS Spatial Sound Events 2020
Politis, A. (Creator), Adavanne, S. (Creator) & Virtanen, T. (Creator), Zenodo, 31 toukok. 2020
DOI - pysyväislinkki: 10.5281/zenodo.4064792
Tietoaineisto: Dataset

Siteeraa tätä

Mesaros, A., Adavanne, S., Politis, A., Heittola, T., & Virtanen, T. (2019). Joint Measurement of Localization and Detection of Sound Events. teoksessa 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (Sivut 333-337). (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics). IEEE. https://doi.org/10.1109/WASPAA.2019.8937220

@inproceedings{553287da8b7e4cd69a560acf8666e981,

title = "Joint Measurement of Localization and Detection of Sound Events",

abstract = "Sound event detection and sound localization or tracking have historically been two separate areas of research. Recent development of sound event detection methods approach also the localization side, but lack a consistent way of measuring the joint performance of the system; instead, they measure the separate abilities for detection and for localization. This paper proposes augmentation of the localization metrics with a condition related to the detection, and conversely, use of location information in calculating the true positives for detection. An extensive evaluation example is provided to illustrate the behavior of such joint metrics. The comparison to the detection only and localization only performance shows that the proposed joint metrics operate in a consistent and logical manner, and characterize adequately both aspects.",

keywords = "Sound event detection and localization, performance evaluation",

author = "Annamaria Mesaros and Sharath Adavanne and Archontis Politis and Toni Heittola and Tuomas Virtanen",

year = "2019",

month = oct,

doi = "10.1109/WASPAA.2019.8937220",

language = "English",

isbn = "978-1-7281-1124-7",

series = "IEEE Workshop on Applications of Signal Processing to Audio and Acoustics",

publisher = "IEEE",

pages = "333--337",

booktitle = "2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)",

address = "United States",

note = "IEEE Workshop on Applications of Signal Processing to Audio and Acoustics ; Conference date: 01-01-1900",

}

Mesaros, A, Adavanne, S, Politis, A , Heittola, T & Virtanen, T 2019, Joint Measurement of Localization and Detection of Sound Events. julkaisussa 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, IEEE, Sivut 333-337, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 1/01/00. https://doi.org/10.1109/WASPAA.2019.8937220

Joint Measurement of Localization and Detection of Sound Events. / Mesaros, Annamaria; Adavanne, Sharath; Politis, Archontis et al.
2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). IEEE, 2019. s. 333-337 (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu

TY - GEN

T1 - Joint Measurement of Localization and Detection of Sound Events

AU - Mesaros, Annamaria

AU - Adavanne, Sharath

AU - Politis, Archontis

AU - Heittola, Toni

AU - Virtanen, Tuomas

PY - 2019/10

Y1 - 2019/10

N2 - Sound event detection and sound localization or tracking have historically been two separate areas of research. Recent development of sound event detection methods approach also the localization side, but lack a consistent way of measuring the joint performance of the system; instead, they measure the separate abilities for detection and for localization. This paper proposes augmentation of the localization metrics with a condition related to the detection, and conversely, use of location information in calculating the true positives for detection. An extensive evaluation example is provided to illustrate the behavior of such joint metrics. The comparison to the detection only and localization only performance shows that the proposed joint metrics operate in a consistent and logical manner, and characterize adequately both aspects.

AB - Sound event detection and sound localization or tracking have historically been two separate areas of research. Recent development of sound event detection methods approach also the localization side, but lack a consistent way of measuring the joint performance of the system; instead, they measure the separate abilities for detection and for localization. This paper proposes augmentation of the localization metrics with a condition related to the detection, and conversely, use of location information in calculating the true positives for detection. An extensive evaluation example is provided to illustrate the behavior of such joint metrics. The comparison to the detection only and localization only performance shows that the proposed joint metrics operate in a consistent and logical manner, and characterize adequately both aspects.

KW - Sound event detection and localization

KW - performance evaluation

U2 - 10.1109/WASPAA.2019.8937220

DO - 10.1109/WASPAA.2019.8937220

M3 - Conference contribution

SN - 978-1-7281-1124-7

T3 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics

SP - 333

EP - 337

BT - 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)

PB - IEEE

T2 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics

Y2 - 1 January 1900

ER -

Joint Measurement of Localization and Detection of Sound Events

Abstrakti

Julkaisusarja

Conference

Julkaisufoorumi-taso

Pääsy asiakirjaan

Sormenjälki

Tietoaineistot

TAU-NIGENS Spatial Sound Events 2020

Siteeraa tätä