Publishing

Introduction

The DCASE research community has grown rapidly in recent years, and the number of academic publications from the community has increased steadily over the last decade. This page collects information about academic publications related to DCASE research topics.

For a more detailed view of the history of DCASE, see the following publication:

Publication

Annamaria Mesaros, Romain Serizel, Toni Heittola, Tuomas Virtanen, and Mark D. Plumbley. A decade of DCASE: achievements, practices, evaluations and future challenges. 2024. URL: https://arxiv.org/abs/2410.04951, arXiv:2410.04951.

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A decade of DCASE: Achievements, practices, evaluations and future challenges

Abstract

This paper introduces briefly the history and growth of the Detection and Classification of Acoustic Scenes and Events (DCASE) challenge, workshop, research area and research community. Created in 2013 as a data evaluation challenge, DCASE has become a major research topic in the Audio and Acoustic Signal Processing area. Its success comes from a combination of factors: the challenge offers a large variety of tasks that are renewed each year; and the workshop offers a channel for dissemination of related work, engaging a young and dynamic community. At the same time, DCASE faces its own challenges, growing and expanding to different areas. One of the core principles of DCASE is open science and reproducibility: publicly available datasets, baseline systems, technical reports and workshop publications. While the DCASE challenge and workshop are independent of IEEE SPS, the challenge receives annual endorsement from the AASP TC, and the DCASE community contributes significantly to the ICASSP flagship conference and the success of SPS in many of its activities.

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Publications per year

Year Publications
2022 175
2020 168
2019 149
2017 96
2023 137
2021 167
2018 117
2016 55
2015 41
2013 36
2009 13
2012 21
2010 18
2005 16
1998 1
1997 4
2006 6
2014 25
2011 18
2008 11
2007 7
2003 6
2001 5
2004 6
1999 1
2002 2
2000 1
1990 1
1989 2

Data collected 2024-12-11

Topics

Research in the DCASE can be divided into multiple distinct research areas. The publishing statistics focus on seven major research areas:

  • Acoustic scene classification (ASC)
  • Sound event detection (SED)
  • Audio tagging
  • Audio captioning
  • Sound event localization and detection (SELD)
  • Anomalous sound detection
  • Bioacoustic event detection

Last decade

Data included in this table contains only selected publication channels (see selected journals and conferences) and publications published withing last decade.

Year Publications Acoustic Scene
Classification
Sound Event
Detection
Audio
Tagging
Audio
Captioning
Sound Event
Localization
and Detection
Anomalous Sound
Detection
Bioacoustic Event
Detection
2022 175 48 68 8 12 15 20 4
2020 168 40 82 14 12 13 7 0
2019 149 49 61 15 4 13 6 1
2017 96 42 41 8 2 0 3 0
2023 137 23 40 11 18 13 28 4
2021 167 36 71 13 15 12 19 1
2018 117 42 50 21 0 1 3 0
2016 55 15 36 1 0 1 1 1
2015 41 10 31 0 0 0 0 0
2013 36 5 28 2 0 0 1 0
2014 25 6 16 2 0 1 0 0

Data collected 2024-12-11

Full history

Data included in this table contains only selected publication channels (see selected journals and conferences).

Year Publications Acoustic Scene
Classification
Sound Event
Detection
Audio
Tagging
Audio
Captioning
Sound Event
Localization
and Detection
Anomalous Sound
Detection
Bioacoustic Event
Detection
2022 175 48 68 8 12 15 20 4
2020 168 40 82 14 12 13 7 0
2019 149 49 61 15 4 13 6 1
2017 96 42 41 8 2 0 3 0
2023 137 23 40 11 18 13 28 4
2021 167 36 71 13 15 12 19 1
2018 117 42 50 21 0 1 3 0
2016 55 15 36 1 0 1 1 1
2015 41 10 31 0 0 0 0 0
2013 36 5 28 2 0 0 1 0
2009 13 3 9 1 0 0 0 0
2012 21 3 14 3 0 1 0 0
2010 18 6 10 2 0 0 0 0
2005 16 8 6 0 0 0 2 0
1998 1 1 0 0 0 0 0 0
1997 4 4 0 0 0 0 0 0
2006 6 1 5 0 0 0 0 0
2014 25 6 16 2 0 1 0 0
2011 18 2 12 3 0 1 0 0
2008 11 2 8 1 0 0 0 0
2007 7 2 5 0 0 0 0 0
2003 6 2 4 0 0 0 0 0
2001 5 2 3 0 0 0 0 0
2004 6 2 4 0 0 0 0 0
1999 1 1 0 0 0 0 0 0
2002 2 1 1 0 0 0 0 0
2000 1 1 0 0 0 0 0 0
1990 1 0 1 0 0 0 0 0
1989 2 0 2 0 0 0 0 0

Data collected 2024-12-11

Publication types

Last decade

Data included in this table contains only selected publication channels (see selected journals and conferences) and publications published withing last decade.

Year Publications Journal
publications
Conference
publications
2022 175 25 103
2020 168 27 101
2019 149 20 87
2017 96 19 53
2023 137 25 69
2021 167 25 89
2018 117 15 70
2016 55 3 38
2015 41 11 16
2013 36 3 19
2014 25 3 4

Data collected 2024-12-11

Full history

Data included in this table contains only selected publication channels (see selected journals and conferences).

Year Publications Journal
publications
Conference
publications
2022 175 25 103
2020 168 27 101
2019 149 20 87
2017 96 19 53
2023 137 25 69
2021 167 25 89
2018 117 15 70
2016 55 3 38
2015 41 11 16
2013 36 3 19
2009 13 0 6
2012 21 1 11
2010 18 4 7
2005 16 2 1
1998 1 0 0
1997 4 0 1
2006 6 2 1
2014 25 3 4
2011 18 1 4
2008 11 1 4
2007 7 3 0
2003 6 1 1
2001 5 0 0
2004 6 1 1
1999 1 0 0
2002 2 0 0
2000 1 0 0
1990 1 0 0
1989 2 0 1

Data collected 2024-12-11

Publication channels

Journals

Last decade, selected publication channels

Data included in this table contains only selected publication channels (see selected journals and conferences) and publications published withing last decade.

Channel Publications 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013
APSIPA 15 0 0 0 1 7 2 4 0 0 1 0
Elsevier DSP 11 3 5 1 0 0 1 1 0 0 0 0
Springer Multim. Tools Appl. 15 2 3 1 2 2 1 1 1 2 0 0
MDPI Sensors 20 4 4 5 2 1 3 1 0 0 0 0
IEEE SPL 6 2 2 0 2 0 0 0 0 0 0 0
IEEE TMM 7 2 0 1 1 1 0 0 0 2 0 0
IEEE Access 24 4 5 6 8 0 1 0 0 0 0 0
IEEE/ACM TASLP 60 6 3 8 9 6 6 12 2 5 2 1
IEEE SPM 3 0 0 1 0 1 0 0 0 1 0 0
EURASIP JASM 11 2 3 2 0 0 1 0 0 1 0 2
IEEE JSTSP 4 0 0 0 2 2 0 0 0 0 0 0

Data collected 2024-12-11

Full history

Data included in these table contains all found publications and their channels.

Channel Publications
Expert Syst. Appl. 5
Digit. Signal Process. 11
IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 1
Knowl. Based Syst. 2
Multim. Tools Appl. 15
Pattern Anal. Appl. 1
Sensors 20
IEEE Signal Process. Lett. 6
IEEE Trans. Evol. Comput. 1
IEEE Trans. Multim. 7
IEEE Access 24
Circuits Syst. Signal Process. 3
J. Signal Process. Syst. 1
Pattern Recognit. Lett. 2
IEEE ACM Trans. Audio Speech Lang. Process. 60
IEEE CAA J. Autom. Sinica 1
IEEE Trans. Vis. Comput. Graph. 1
IEICE Trans. Inf. Syst. 7
IEEE Signal Process. Mag. 3
EURASIP J. Audio Speech Music. Process. 11
IEEE Trans. Instrum. Meas. 1
Int. J. Speech Technol. 1
Multim. Syst. 2
Appl. Artif. Intell. 2
Inf. 1
IEEE Trans. Artif. Intell. 1
CCF Trans. Pervasive Comput. Interact. 1
Concurr. Eng. Res. Appl. 1
Symmetry 1
IEEE J. Biomed. Health Informatics 3
Appl. Soft Comput. 1
Neurocomputing 2
Big Data Cogn. Comput. 1
Comput. Biol. Medicine 2
CCF Trans. Netw. 1
Informatics 1
IEEE J. Sel. Top. Signal Process. 4
Signal Image Video Process. 1
IEEE Trans. Biomed. Eng. 1
ACM Trans. Interact. Intell. Syst. 1
ACM Trans. Appl. Percept. 1
Comput. Electr. Eng. 1
Int. J. Comput. Aided Eng. Technol. 1
Int. J. Model. Identif. Control. 1
Eng. Appl. Artif. Intell. 1
Neural Process. Lett. 1
J. Adv. Comput. Intell. Intell. Informatics 1
Mach. Vis. Appl. 1
J. Multim. 1
Adv. Eng. Informatics 1
计算机科学 2
Wirel. Pers. Commun. 1
Pattern Recognit. 1
Ecol. Informatics 2
Secur. Commun. Networks 1
IEEE Trans. Consumer Electron. 1
J. Web Eng. 1
NeuroImage 1
IEEE Trans. Cogn. Dev. Syst. 1
Artif. Intell. Rev. 1
Int. J. Semantic Comput. 1
AI Commun. 1
IEEE Trans. Circuits Syst. II Express Briefs 1
J. Intell. Manuf. 1
Artif. Intell. Medicine 1

Data collected 2024-12-11

Conferences

Last decade, selected publication channels

Data included in this table contains only selected publication channels (see selected journals and conferences) and publications published withing last decade.

Channel Publisher Publications 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013
DCASE DCASE 217 0 28 39 39 37 31 23 20 0 0 0
ICASSP IEEE 179 33 33 23 30 22 12 11 6 2 3 4
INTERSPEECH ISCA 104 19 21 0 21 15 11 7 4 3 0 3
EUSIPCO EURASIP 66 9 13 9 6 2 9 6 3 5 1 3
WASPAA IEEE 27 2 0 3 0 8 0 3 0 3 0 8
IJCNN IEEE 20 0 2 6 4 1 2 3 1 1 0 0
IWAENC IEEE 6 0 3 0 0 0 2 0 1 0 0 0
APSIPA ASC APSIPA 9 3 0 6 0 0 0 0 0 0 0 0
MLSP IEEE 3 0 0 1 1 0 1 0 0 0 0 0
ICCE ACM IEEE 8 2 2 0 0 0 2 0 0 1 0 1
ACM-MM ACM SIGMM 9 1 1 1 0 2 0 0 3 1 0 0
ICML IMLS 1 0 0 1 0 0 0 0 0 0 0 0

Data collected 2024-12-11

Full history

Publication channels (all channels, last decade)

All publications

Channel Publications
DCASE 217
ICASSP 179
INTERSPEECH 104
Expert Syst. Appl. 5
APSIPA 15
EUSIPCO 66
Digit. Signal Process. 11
IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 1
Knowl. Based Syst. 2
Multim. Tools Appl. 15
Pattern Anal. Appl. 1
Sensors 20
IEEE Signal Process. Lett. 6
IEEE Trans. Evol. Comput. 1
IEEE Trans. Multim. 7
CoG 1
IC-NIDC 3
IWSSIP 2
SPECOM 2
WASPAA 27
IEEE Access 24
Circuits Syst. Signal Process. 3
J. Signal Process. Syst. 1
AIKE 1
EITCE 1
GCCE 6
ICME 11
IJCNN 20
IWAENC 6
MMAsia 1
SPCOM 2
APSIPA ASC 9
BMSB 2
ICCT 3
ICTC 4
IntelliSys 1
Interspeech 11
MICAI 2
MMSP 7
SNPD 1
Pattern Recognit. Lett. 2
IEEE ACM Trans. Audio Speech Lang. Process. 60
MLSP 3
RIVF 1
SMA 1
ACAI 1
IALP 1
ICCAIS 1
ICCPR 1
ICME Workshops 3
ICMLA 1
ICSPIS 1
PReMI 1
ICSC 2
SIU 2
SPML 1
SSCI 1
IEEE CAA J. Autom. Sinica 1
IEEE Trans. Vis. Comput. Graph. 1
AVSS 2
FedCSIS 1
ICAISC 1
ICCE 8
ICIIS 2
ICTAI 2
ISCSLP 5
ISM 5
PCM 1
IEICE Trans. Inf. Syst. 7
ISCE 1
SCCC 1
ACM Multimedia 9
IEEE Signal Process. Mag. 3
EURASIP J. Audio Speech Music. Process. 11
IEEE Trans. Instrum. Meas. 1
CBMI 2
CISIM 1
ICMR 4
Int. J. Speech Technol. 1
MISSI 1
PKAW 1
ICIP 1
ICDIPC 1
ICCVW 1
UbiComp/ISWC Adjunct 2
Multim. Syst. 2
AmI 1
ICCE-TW 1
MMM 3
Semantic Audio 1
CCPR 1
ACCV Workshops 1
CORIA-CIFED 1
DSP 2
ICSPCC 1
WILF 2
ISSPIT 2
TWSDetection 1
Appl. Artif. Intell. 2
Inf. 1
IEEE Trans. Artif. Intell. 1
CVIP 1
SSP 2
CCF Trans. Pervasive Comput. Interact. 1
Concurr. Eng. Res. Appl. 1
Symmetry 1
IEEE J. Biomed. Health Informatics 3
AAAI 2
APCC 1
ApplePies 1
CITS 1
ICHI 1
Intelligent Environments 1
IWCMC 1
NaNA 1
ROCLING 4
Appl. Soft Comput. 1
Neurocomputing 2
AIPR 3
ChinaCom 2
CompSysTech 1
EvoMUSART 1
IberSPEECH 3
ICCCNT 2
Big Data Cogn. Comput. 1
Comput. Biol. Medicine 2
CCF Trans. Netw. 1
Informatics 1
FRUCT 2
ICAIIC 2
ISLPED 1
SII 1
SMAP 1
IEEE J. Sel. Top. Signal Process. 4
ACII Workshops 1
CAMSAP 1
CIARP 1
EMBC 4
IJCAI 1
Signal Image Video Process. 1
IEEE Trans. Biomed. Eng. 1
ACM Trans. Interact. Intell. Syst. 1
CSAE 1
IMIS 1
IPCCC 1
IUI 1
DPS 1
ICACCI 1
SpeD 2
ROBIO 1
SITIS 1
EAIS 1
ACM Trans. Appl. Percept. 1
PRICAI 1
WorldCIST 1
Comput. Electr. Eng. 1
Int. J. Comput. Aided Eng. Technol. 1
Int. J. Model. Identif. Control. 1
ICBDT 1
MFI 1
PETRA 1
TSP 1
UKCI 1
Eng. Appl. Artif. Intell. 1
APPIS 1
EDCC Workshops 1
HUMA @ ACM Multimedia 1
Neural Process. Lett. 1
FG 1
WICON 1
J. Adv. Comput. Intell. Intell. Informatics 1
ISPA 1
Mach. Vis. Appl. 1
ITG Symposium on Speech Communication 2
SLAM@INTERSPEECH 2
J. Multim. 1
Audio Mostly Conference 2
Adv. Eng. Informatics 1
计算机科学 2
GCPR 1
BIBE 1
CPS-IoT Week Workshops 1
Wirel. Pers. Commun. 1
FUZZ-IEEE 1
IICAIET 1
MIPR 1
ACM TUR-C 1
CEA@ICMR 1
CSIA 1
MMSports@MM 1
SPA 1
Pattern Recognit. 1
Ecol. Informatics 2
EDGE 1
IWCIM@EUSIPCO 1
ICCS 1
ICISP 1
ICSPS 1
SiPS 1
Secur. Commun. Networks 1
HSCMA 1
MCSS 3
IEEE Trans. Consumer Electron. 1
GI-Jahrestagung 1
MobiSys 1
J. Web Eng. 1
Odyssey 1
ASRU 2
DADA@IJCAI 1
CIKM 1
ISMIR 2
CSPS 1
IC3 1
NeuroImage 1
INTERACT 1
IEEE Trans. Cogn. Dev. Syst. 1
Artif. Intell. Rev. 1
CHI 1
Web3D 1
Int. J. Semantic Comput. 1
BMVC 1
ICAART 3
CVPR Workshops 1
ICCE-Berlin 1
ICML 1
AI Commun. 1
WCSP 1
ICMSSP 1
IEEE Trans. Circuits Syst. II Express Briefs 1
PIMRC 1
ICONIP 1
ICPR 1
IECON 1
KDD 1
CIS 1
ICM 1
J. Intell. Manuf. 1
SAFEPROCESS 1
FDSE 1
FPS 1
SEBD 1
Artif. Intell. Medicine 1
ICANN 1
KST 1
ISIE 1
ICMAI 1
PACRIM 1
CinC 1

Data collected 2024-12-11

Journals

Conferences

Channel Publications
DCASE 217
ICASSP 179
INTERSPEECH 104
APSIPA 15
EUSIPCO 66
CoG 1
IC-NIDC 3
IWSSIP 2
SPECOM 2
WASPAA 27
AIKE 1
EITCE 1
GCCE 6
ICME 11
IJCNN 20
IWAENC 6
MMAsia 1
SPCOM 2
APSIPA ASC 9
BMSB 2
ICCT 3
ICTC 4
IntelliSys 1
Interspeech 11
MICAI 2
MMSP 7
SNPD 1
MLSP 3
RIVF 1
SMA 1
ACAI 1
IALP 1
ICCAIS 1
ICCPR 1
ICME Workshops 3
ICMLA 1
ICSPIS 1
PReMI 1
ICSC 2
SIU 2
SPML 1
SSCI 1
AVSS 2
FedCSIS 1
ICAISC 1
ICCE 8
ICIIS 2
ICTAI 2
ISCSLP 5
ISM 5
PCM 1
ISCE 1
SCCC 1
ACM Multimedia 9
CBMI 2
CISIM 1
ICMR 4
MISSI 1
PKAW 1
ICIP 1
ICDIPC 1
ICCVW 1
UbiComp/ISWC Adjunct 2
AmI 1
ICCE-TW 1
MMM 3
Semantic Audio 1
CCPR 1
ACCV Workshops 1
CORIA-CIFED 1
DSP 2
ICSPCC 1
WILF 2
ISSPIT 2
TWSDetection 1
CVIP 1
SSP 2
AAAI 2
APCC 1
ApplePies 1
CITS 1
ICHI 1
Intelligent Environments 1
IWCMC 1
NaNA 1
ROCLING 4
AIPR 3
ChinaCom 2
CompSysTech 1
EvoMUSART 1
IberSPEECH 3
ICCCNT 2
FRUCT 2
ICAIIC 2
ISLPED 1
SII 1
SMAP 1
ACII Workshops 1
CAMSAP 1
CIARP 1
EMBC 4
IJCAI 1
CSAE 1
IMIS 1
IPCCC 1
IUI 1
DPS 1
ICACCI 1
SpeD 2
ROBIO 1
SITIS 1
EAIS 1
PRICAI 1
WorldCIST 1
ICBDT 1
MFI 1
PETRA 1
TSP 1
UKCI 1
APPIS 1
EDCC Workshops 1
HUMA @ ACM Multimedia 1
FG 1
WICON 1
ISPA 1
ITG Symposium on Speech Communication 2
SLAM@INTERSPEECH 2
Audio Mostly Conference 2
GCPR 1
BIBE 1
CPS-IoT Week Workshops 1
FUZZ-IEEE 1
IICAIET 1
MIPR 1
ACM TUR-C 1
CEA@ICMR 1
CSIA 1
MMSports@MM 1
SPA 1
EDGE 1
IWCIM@EUSIPCO 1
ICCS 1
ICISP 1
ICSPS 1
SiPS 1
HSCMA 1
MCSS 3
GI-Jahrestagung 1
MobiSys 1
Odyssey 1
ASRU 2
DADA@IJCAI 1
CIKM 1
ISMIR 2
CSPS 1
IC3 1
INTERACT 1
CHI 1
Web3D 1
BMVC 1
ICAART 3
CVPR Workshops 1
ICCE-Berlin 1
ICML 1
WCSP 1
ICMSSP 1
PIMRC 1
ICONIP 1
ICPR 1
IECON 1
KDD 1
CIS 1
ICM 1
SAFEPROCESS 1
FDSE 1
FPS 1
SEBD 1
ICANN 1
KST 1
ISIE 1
ICMAI 1
PACRIM 1
CinC 1

Data collected 2024-12-11

Data collection

This data has been collected from dblp - Computer Science Bibliography using specific search terms. The search terms are shown below:

Category Search terms
Acoustic scene classification acoustic scene classification
audio scene classification
audio context recognition
auditory scene classification
Sound event detection sound event detection
audio event detection
acoustic event detection
Audio tagging audio tagging
sound tagging
Audio captioning audio captioning
Sound event localization and detection sound event localization and detection
sound event localisation and detection
audio event localization and detection
audio event localisation and detection
acoustic event localization and detection
acoustic event localisation and detection
sound event detection and localization
sound event detection and localisation
Anomalous sound detection detection of anomalous sounds
anomalous sound detection
anomaly machine sound detection
anomaly sound detection
anomalous sound event detection
Bioacoustic event detection bioacoustic event detection

If you have ideas on how to improve the list of search terms, contact DCASE webmasters.