Difference between revisions of "Datasets"

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m (→‎Speech datasets)
m (→‎Impulse response datasets)
 
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== [[Speech datasets]] ==
 
== [[Speech datasets]] ==
 
The table below aims to provide a list of speech datasets with detailed attributes and links to software baselines and evaluation results. Each dataset may be used for one or more applications: automatic speech recognition, speaker identification and verification, source localization, speech enhancement and separation... The meaning of each attribute is detailed [[#speech_attributes|below]].
 
The table below aims to provide a list of speech datasets with detailed attributes and links to software baselines and evaluation results. Each dataset may be used for one or more applications: automatic speech recognition, speaker identification and verification, source localization, speech enhancement and separation... The meaning of each attribute is detailed [[#speech_attributes|below]].
Line 98: Line 99:
 
|{{yes}}
 
|{{yes}}
 
|{{no}}
 
|{{no}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!MicArray
 +
|1996
 +
|office
 +
|{{no|0.2}}
 +
|{{some|16}}
 +
|{{yes|9 - 16}}
 +
|{{no}}
 +
|{{yes|free}}
 +
|[http://www.speech.cs.cmu.edu/databases/micarray/ download]
 +
[http://www.cs.cmu.edu/afs/cs/user/robust/www/Thesis/tms_thesis.pdf paper]
 +
|{{no|0.2}}
 +
|{{some|14}}
 +
|US English
 +
|{{no|0.07}}
 +
|{{no|digits, command}}
 +
|1
 +
|no
 +
|{{yes|reverb}}
 +
|{{yes|human}}
 +
|{{some|quasi-fixed}}
 +
|{{yes|head}}
 +
|{{yes|stationary background}}
 +
|{{some|medium}}
 +
|{{some|headset}}
 +
|{{no}}
 +
|{{yes}}
 
|{{no}}
 
|{{no}}
 
|{{no}}
 
|{{no}}
Line 130: Line 160:
 
|{{no}}
 
|{{no}}
 
|-
 
|-
−
!Aurora-2
+
!SUSAS
−
|2000
+
|1999
 +
|stress
 +
|{{dunno}}
 +
|{{no|8}}
 +
|{{no|1}}
 +
|{{no}}
 +
|{{some|0.5k$}}
 +
|[https://catalog.ldc.upenn.edu/LDC99S78 download]
 +
[https://catalog.ldc.upenn.edu/LDC99T33 download]
 +
[https://catalog.ldc.upenn.edu/docs/LDC99S78/susas_rev1b4.ps paper]
 +
|{{dunno}}
 +
|{{some|36}}
 +
|US English
 +
|{{no|0.035}}
 +
|{{no|command}}
 +
|1
 +
|no
 +
|{{yes|reverb}}
 +
|{{yes|human}}
 +
|{{some|quasi-fixed}}
 +
|{{yes|head}}
 +
|{{yes|stationary background}}
 +
|{{no|high}}
 +
|{{no}}
 +
|{{no}}
 +
|{{yes}}
 +
|{{yes}}
 +
|{{no}}
 +
|-
 +
!Aurora-2
 +
|2000
 
|public spaces
 
|public spaces
 
|{{yes|33}}
 
|{{yes|33}}
Line 247: Line 307:
 
|{{no}}
 
|{{no}}
 
|-
 
|-
−
!RWCP Real Environment Speech and Acoustic Database
+
!RWCP Real Environment Speech Database
 
|2001
 
|2001
 
|domestic, office
 
|domestic, office
Line 372: Line 432:
 
|{{some|1}}
 
|{{some|1}}
 
|{{yes|free}}
 
|{{yes|free}}
−
|[http://www.clemson.edu/ces/speech/cuave.htm download]
+
|[http://media.clemson.edu/cuave/CUAVE-092908.iso download]
 
[http://asp.eurasipjournals.com/content/2002/11/208541 paper]
 
[http://asp.eurasipjournals.com/content/2002/11/208541 paper]
 
|{{some|3}}
 
|{{some|3}}
Line 422: Line 482:
 
|{{no}}
 
|{{no}}
 
|-
 
|-
−
!CENSREC-1 (Aurora-2J)
+
!PDA
 
|2003
 
|2003
−
|public spaces
+
|office
 +
|{{some|1.6-3}}
 +
|{{some|11 - 16}}
 +
|{{some|1 - 4}}
 +
|{{no}}
 +
|{{yes|free}}
 +
|[http://www.speech.cs.cmu.edu/databases/pda/ download]
 +
[http://www.sapaworkshops.org/2004/papers/52.pdf paper]
 +
[http://www.cs.cmu.edu/afs/cs/user/robust/www/Thesis/mseltzer_phdthesis.pdf paper]
 +
|{{some|1.6 - 3}}
 +
|{{some|11 - 16}}
 +
|US English
 +
|{{some|1 - 2}}
 +
|{{some|read}}
 +
|1
 +
|no
 +
|{{yes|reverb}}
 +
|{{yes|human}}
 +
|{{some|quasi-fixed}}
 +
|{{yes|head}}
 +
|{{yes|stationary background}}
 +
|{{yes|low}}
 +
|{{some|headset}}
 +
|{{no}}
 +
|{{yes}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!CENSREC-1 (Aurora-2J)
 +
|2003
 +
|public spaces
 
|{{dunno}}
 
|{{dunno}}
 
|{{no|8}}
 
|{{no|8}}
Line 1,134: Line 1,224:
 
|{{no}}
 
|{{no}}
 
|{{yes|free}}
 
|{{yes|free}}
−
|[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2_task1.html download]
+
|[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/chime2_task1.html download]
 
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637622 paper]
 
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637622 paper]
−
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2_task1.html#tools HTK]
+
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/chime2_task1.html#tools HTK]
 
[http://spandh.dcs.shef.ac.uk/projects/chime/PCC/results.html results]
 
[http://spandh.dcs.shef.ac.uk/projects/chime/PCC/results.html results]
−
[http://spandh.dcs.shef.ac.uk/chime_challenge/track1_results.html results]
+
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/track1_results.html results]
 
|{{yes|12}}
 
|{{yes|12}}
 
|{{some|34}}
 
|{{some|34}}
Line 1,166: Line 1,256:
 
|{{no}}
 
|{{no}}
 
|{{some|free given WSJ0 (1.5 k$)}}
 
|{{some|free given WSJ0 (1.5 k$)}}
−
|[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2_task2.html download]
+
|[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/chime2_task2.html download]
 
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637622 paper]
 
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637622 paper]
−
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2_task2.html#tools HTK]
+
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/chime2_task2.html#tools HTK]
−
[http://spandh.dcs.shef.ac.uk/chime_challenge/WSJ0public/CHiME2012-WSJ0-Kaldi_0.03.tar.gz Kaldi]
+
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/WSJ0public/CHiME2012-WSJ0-Kaldi_0.03.tar.gz Kaldi]
−
[http://spandh.dcs.shef.ac.uk/chime_challenge/track2_results.html results]
+
[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2013/track2_results.html results]
 
|{{yes|33}}
 
|{{yes|33}}
 
|{{yes|101}}
 
|{{yes|101}}
Line 1,337: Line 1,427:
 
|{{no}}
 
|{{no}}
 
|{{yes}}
 
|{{yes}}
−
|}
+
|-
−
 
+
!CHiME 3
−
<span id="speech_attributes"></span>
+
|2015
 +
|public spaces
 +
|{{yes|48}}
 +
|{{some|16}}
 +
|{{yes|6}}
 +
|{{no}}
 +
|{{some|free given WSJ0 (1.5 k$)}}
 +
|[http://spandh.dcs.shef.ac.uk/chime_challenge/download.html download]
 +
[https://hal.inria.fr/hal-01211376 paper]
 +
|{{yes|28}}
 +
|{{yes|113}}
 +
|US English
 +
|{{yes|11}}
 +
|{{some|read}}
 +
|1
 +
|no
 +
|{{yes|simulated, reverb}}
 +
|{{yes|human}}
 +
|{{yes|various}}
 +
|{{yes|head}}
 +
|{{yes|various real environments}}
 +
|{{yes|low}}
 +
|{{some|headset}}
 +
|{{no}}
 +
|{{yes}}
 +
|{{no}}
 +
|{{no}}
 +
|}
 +
 
 +
<span id="speech_attributes"></span>
 
'''General attributes''':
 
'''General attributes''':
 
* year of release
 
* year of release
Line 1,370: Line 1,489:
 
* paralinguistic attributes: nodding, gaze, communication intent, emotion... (excluding speaker attributes such as age, gender, or native language)
 
* paralinguistic attributes: nodding, gaze, communication intent, emotion... (excluding speaker attributes such as age, gender, or native language)
 
* noise events: type and time of individual noise events
 
* noise events: type and time of individual noise events
 +
 +
== [[Impulse response datasets]] ==
 +
The table below provides a list of impulse response (IR) datasets with detailed attributes. The meaning of each attribute is detailed [[#ir_attributes|below]].
 +
 +
Disclaimer: Only datasets that are '''publicly available''' and include some '''reverberation''' (not only HRTFs) are listed.
 +
 +
 +
{| class="wikitable sortable" style="font-size:72%; border:gray solid 1px; text-align:center; width:auto; table-layout:fixed;"
 +
|-
 +
!style="width: 40px" rowspan="2" class="unsortable"|Datasets
 +
!colspan="7" |General attributes
 +
!colspan="8" |Channel
 +
!style="width: 40px" rowspan="2" |Room noise
 +
|-
 +
!scope="col" width="40px" | rel. year
 +
!scope="col" width="40px" | envir.
 +
!scope="col" width="40px" | total IRs
 +
!scope="col" width="40px" | sam. rate (kHz)
 +
!scope="col" width="40px" | mics
 +
!scope="col" width="40px" | cost
 +
!scope="col" width="40px" class="unsortable" | links
 +
!scope="col" width="40px" | chan. type
 +
!scope="col" width="40px" | rooms
 +
!scope="col" width="40px" | speak. radiat.
 +
!scope="col" width="40px" | speak. loc.
 +
!scope="col" width="40px" | speak. moves
 +
!scope="col" width="40px" | mic. direc.
 +
!scope="col" width="40px" | mic. loc.
 +
!scope="col" width="40px" | mic. moves
 +
|-
 +
!RWCP Real Environment Acoustic Database
 +
|2001
 +
|varechoic room, office
 +
|{{some|364}}
 +
|{{yes|16 - 48}}
 +
|{{yes|84}}
 +
|{{yes|free}}
 +
|[http://research.nii.ac.jp/src/en/RWCP-SSD.html download]
 +
[http://www.lrec-conf.org/proceedings/lrec2000/html/summary/356.htm paper]
 +
|{{yes|real}}
 +
|{{some|7}}
 +
|{{some|dummy}}
 +
|{{no|9 (far)}}
 +
|{{yes}}
 +
|omni
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!SASSEC, SiSEC under- determined
 +
|2007 - 2011
 +
|office
 +
|{{dunno}}
 +
|{{some|16}}
 +
|{{some|2}}
 +
|{{yes|free}}
 +
|[http://sisec2011.wiki.irisa.fr/tiki-index.php?page=Underdetermined+speech+and+music+mixtures download]
 +
[http://www.sciencedirect.com/science/article/pii/S0165168411003604 paper]
 +
|{{yes|simulated, real}}
 +
|{{some|4}}
 +
|{{no|no, loudspeaker}}
 +
|{{dunno}}
 +
|{{no}}
 +
|omni
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!SiSEC head-geometry
 +
|2008
 +
|office
 +
|{{no|38}}
 +
|{{some|16}}
 +
|{{some|2}}
 +
|{{some|free (partial avail.)}}
 +
|[http://sisec2008.wiki.irisa.fr/tiki-index.php?page=Head-geometry%20mixtures%20of%20two%20speech%20sources%20in%20real%20environments,%20impinging%20from%20many%20directions download]
 +
[http://www.sciencedirect.com/science/article/pii/S0165168411003604 paper]
 +
|{{yes|real}}
 +
|{{no|1}}
 +
|{{no|loudspeaker}}
 +
|{{some|19 (far)}}
 +
|{{no}}
 +
|binaural
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!Aachen Impulse Response
 +
|2009 - 2012
 +
|various
 +
|{{some|214}}
 +
|{{yes|48}}
 +
|{{some|2}}
 +
|{{yes|free}}
 +
|[http://www.ind.rwth-aachen.de/de/forschung/tools-downloads/aachen-impulse-response-database/ download]
 +
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=5201259 paper]
 +
|{{yes|real}}
 +
|{{some|8}}
 +
|{{no|loudspeaker}}
 +
|{{some|13 (far)}}
 +
|{{no}}
 +
|omni, binaural, phone
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!CAMIL
 +
|2010 - 2012
 +
|office
 +
|{{yes|32400}}
 +
|{{some|16}}
 +
|{{some|2}}
 +
|{{yes|free}}
 +
|[https://team.inria.fr/perception/the-camil-dataset/ download]
 +
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637612 paper]
 +
|{{yes|real}}
 +
|{{no|1}}
 +
|{{no|loudspeaker}}
 +
|{{no|fixed}}
 +
|{{no}}
 +
|binaural
 +
|{{yes|16200 (close)}}
 +
|{{yes}}
 +
|{{no}}
 +
|-
 +
!CHiME 2 Grid
 +
|2012
 +
|domestic
 +
|{{some|242}}
 +
|{{yes|16 - 48}}
 +
|{{some|2}}
 +
|{{yes|free}}
 +
|[http://spandh.dcs.shef.ac.uk/chime_challenge/chime2_task1.html download]
 +
[http://ieeexplore.ieee.org/xpl/login.jsp?arnumber=6637622 paper]
 +
|{{yes|real}}
 +
|{{no|1}}
 +
|{{some|dummy}}
 +
|{{yes|121 (close)}}
 +
|{{no}}
 +
|binaural
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{yes}}
 +
|-
 +
!AVASM
 +
|2013
 +
|office
 +
|{{some|864}}
 +
|{{some|16}}
 +
|{{some|2}}
 +
|{{yes|free}}
 +
|[http://perception.inrialpes.fr/~Deleforge/AVASM_Dataset/ download]
 +
[http://www.eurasip.org/Proceedings/Eusipco/Eusipco2014/HTML/papers/1569923293.pdf paper]
 +
|{{yes|real}}
 +
|{{no|1}}
 +
|{{no|loudspeaker}}
 +
|{{yes|432 (close)}}
 +
|{{no}}
 +
|binaural
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{no}}
 +
|-
 +
!DIRHA
 +
|2014
 +
|domestic
 +
|{{yes|9200}}
 +
|{{yes|48}}
 +
|{{yes|40}}
 +
|{{some|free (partial avail.)}}
 +
|[http://shine.fbk.eu/resources/dirha-ii-simulated-corpus download]
 +
[http://www.lrec-conf.org/proceedings/lrec2014/summaries/650.html paper]
 +
|{{yes|real}}
 +
|{{some|5}}
 +
|{{no|loudspeaker}}
 +
|{{some|57 (far)}}
 +
|{{no}}
 +
|omni
 +
|{{no|fixed}}
 +
|{{no}}
 +
|{{yes}}
 +
|-
 +
!ACE
 +
|2015
 +
|office, meeting, lecture, lobby
 +
|{{some|700}}
 +
|{{yes|48}}
 +
|{{yes|50}}
 +
|{{yes|free}}
 +
|[http://www.ace-challenge.org download]
 +
[http://www.ace-challenge.org paper]
 +
|{{yes|real}}
 +
|{{some|7}}
 +
|{{no|loudspeaker}}
 +
|{{no|fixed}}
 +
|{{no}}
 +
|omni, laptop, mobile, cruciform, linear, spherical
 +
|{{some|2 (near, far)}}
 +
|{{no}}
 +
|{{yes| ambient, live babble, fan}}
 +
|}
 +
 +
<span id="ir_attributes"></span>
 +
'''General attributes''':
 +
* year of release
 +
* recording environment: car, domestic, lecture, meeting, office, public space...
 +
* total IRs: total number of single-channel impulse responses
 +
* sampling rate (kHz)
 +
* number of microphones
 +
* cost
 +
* links: download data, reference papers, software baselines, evaluation results...
 +
'''Channel attributes''':
 +
* channel type: simulated or real impulse response
 +
* number of rooms:
 +
* speaker radiation: loudspeaker, mouth simulator
 +
* speaker location: at a fixed position in the room, or number of different positions (closely spaced or far)
 +
* speaker movements: no movement, moves while recording
 +
* microphone directivity: omnidirectional, cardioid, binaural...
 +
* microphone location: at a fixed position in the room, or number of different positions (closely spaced or far)
 +
* microphone movements: no movement, moves while recording
 +
'''Noise attributes''':
 +
* room noise: background noise recorded in the same room as the impulse responses
  
 
== [[Text datasets]] ==
 
== [[Text datasets]] ==
 +
  
 
== [[Other datasets]] ==
 
== [[Other datasets]] ==
Line 1,382: Line 1,724:
 
* [http://bme.ccny.cuny.edu/faculty/parra/bss/ Dyrholm/Sawada/Parra] (about 1 min long)
 
* [http://bme.ccny.cuny.edu/faculty/parra/bss/ Dyrholm/Sawada/Parra] (about 1 min long)
 
* [http://www.ee.columbia.edu/~dpwe/pubs/EllisSC14-proximity.pdf NEMISIG] (unavailable)
 
* [http://www.ee.columbia.edu/~dpwe/pubs/EllisSC14-proximity.pdf NEMISIG] (unavailable)
 +
* [http://cs.uef.fi/odyssey2014/program/pdfs/21.pdf NFI-FRITS] (unavailable)
 
* [http://www.darpa.mil/Our_Work/I2O/Programs/Robust_Automatic_Transcription_of_Speech_%28RATS%29.aspx RATS] (not yet available)
 
* [http://www.darpa.mil/Our_Work/I2O/Programs/Robust_Automatic_Transcription_of_Speech_%28RATS%29.aspx RATS] (not yet available)
 
* Rich Transcription (RT) (dataset gathered from other sets, e.g. CHIL, ICSI, ISL, AMI...)
 
* Rich Transcription (RT) (dataset gathered from other sets, e.g. CHIL, ICSI, ISL, AMI...)
Line 1,389: Line 1,732:
 
== Contribute a dataset ==
 
== Contribute a dataset ==
 
To contribute a new dataset, please
 
To contribute a new dataset, please
−
* [[Special:UserLogin|create an account]] and login
+
* [[Main_Page#Contribute|create an account]] and login
 
* go to the section above corresponding to your type of dataset; if the table does not exist yet, you may create it
 
* go to the section above corresponding to your type of dataset; if the table does not exist yet, you may create it
 
* click on the "Edit" link at the top of the table and add a new line for your dataset (the lines are ordered by year of release)
 
* click on the "Edit" link at the top of the table and add a new line for your dataset (the lines are ordered by year of release)
Line 1,399: Line 1,742:
 
== Contribute a software baseline ==
 
== Contribute a software baseline ==
 
To contribute a new software baseline, please
 
To contribute a new software baseline, please
−
* [[Special:UserLogin|create an account]] and login
+
* [[Main_Page#Contribute|create an account]] and login
 
* fill an entry for your software on the [[Software]] page, if not done yet
 
* fill an entry for your software on the [[Software]] page, if not done yet
 
* go to the section above corresponding to the dataset for which your baseline was designed
 
* go to the section above corresponding to the dataset for which your baseline was designed
Line 1,409: Line 1,752:
 
== Contribute an evaluation result ==
 
== Contribute an evaluation result ==
 
To contribute a new research result, please
 
To contribute a new research result, please
−
* [[Special:UserLogin|create an account]] and login
+
* [[Main_Page#Contribute|create an account]] and login
 
* go to the section above corresponding to the dataset for which this result was obtained
 
* go to the section above corresponding to the dataset for which this result was obtained
 
* click on the "Edit" link at the top of the table and add a link to your result in the corresponding "links" cell
 
* click on the "Edit" link at the top of the table and add a link to your result in the corresponding "links" cell

Latest revision as of 11:38, 3 November 2015

Speech datasets

The table below aims to provide a list of speech datasets with detailed attributes and links to software baselines and evaluation results. Each dataset may be used for one or more applications: automatic speech recognition, speaker identification and verification, source localization, speech enhancement and separation... The meaning of each attribute is detailed below.

Disclaimer: Only datasets that are publicly available, (at least partially) annotated, suitable for research on robustness, and longer than 5 min are listed. Other relevant datasets are listed below.

If you would like to refer to this table, please cite J. Le Roux and E. Vincent, "A categorization of robust speech processing datasets", Mitsubishi Electric Research Laboratories Technical Report, TR2014-116, Aug. 2014.


Datasets General attributes Speech Channel Noise Ground truth
rel. year use case total time (h) sam. rate (kHz) dist. or noisy mics video cams cost (non- memb) links speak. time (h) uniq. speak. lang. uniq. words (k) speak. style speak. / rec. overl. type chan. type speak. radiat. speak. loc. speak. moves noise type avg. SNR ref. signal speak. loc., orient. words non- verb. traits noise events
ShATR 1994 meeting 0.6 48 3 no free download

paper

0.6 5 UK English 1 spontaneous 5 multiple dialogs reverb human quasi-fixed head meeting high headset yes yes no yes
LLSEC 1996 dialog 1.4 16 4 no free download ? 12 N/S N/S read, spontaneous 2 dialog reverb human quasi-fixed head hallway, restaurant (scenarized) medium no yes no no no
MicArray 1996 office 0.2 16 9 - 16 no free download

paper

0.2 14 US English 0.07 digits, command 1 no reverb human quasi-fixed head stationary background medium headset no yes no no
RWCP Spoken Dialog Corpus 1996 - 1997 dialog 10 16 2 no free download

paper

10 39 Japanese ? spontaneous 1 - 2 dialog reverb (low) human quasi-fixed head stationary background high no no yes no no
SUSAS 1999 stress ? 8 1 no 0.5k$ download

download paper

? 36 US English 0.035 command 1 no reverb human quasi-fixed head stationary background high no no yes yes no
Aurora-2 2000 public spaces 33 8 - 16 1 no free given TIDigits (0.5 k$) purchase (incl. HTK)

paper features

33 214 US English 0.01 digits 1 no simulated phone human N/S no various real environments (rescaled) low original N/S yes no yes
SPINE1, SPINE2 2000 - 2001 military 38 16 2 no 7.4 k$ purchase

paper

? 100 US English 1 command, spontaneous 1 - 2 no simulated radio human quasi-fixed head military (rescaled) low no no yes no no
Aurora-3 (subset of SpeechDat- Car) 2000 - 2003 car ? 16 4 no 1 k€ purchase (incl. HTK)

papers

? 730 various 0.01 digits 1 no reverb human quasi-fixed head car low headset no yes no no
RWCP Meeting Speech Corpus 2001 meeting 3.5 16 - 48 1 3 free download

paper

3.5 ? Japanese ? spontaneous 1 - 5 meeting reverb (low) human quasi-fixed head stationary background high headset no yes no no
RWCP Real Environment Speech Database 2001 domestic, office ? 16 - 48 84 no free download

paper

? 5 US English, Japanese ? read 1 no real rir, reverb loudspeaker various no, pivoting arm various (sum of events) medium original yes yes no yes
SpeechDat- Car 2001 - 2011 car ? 16 4 no 39 - 182 k€ per lang purchase

paper

? 300 per lang various ? digits, command, read, spontaneous 1 no reverb human quasi-fixed head car low headset no yes no no
Aurora-4 2002 public spaces ? 8 - 16 1 no free given WSJ0 (1.5 k$) purchase

paper HTK

? 101 US English 10 read 1 no simulated phone human N/S no various real environments (rescaled) low original N/S yes no yes
TED 2002 seminar 47 16 1 no 0.5 k$ purchase

paper

47 188 non-native English ? lecture 1 or more seminar reverb human quasi-fixed head stationary background high lapel no partial no no
CUAVE 2002 speech overlap 3 44 1 1 free download

paper

3 36 US English 0.01 digits 1 - 2 full reverb human quasi-fixed head stationary background high no no yes no no
CU-Move Microphone Array Data 2002 - 2011 car 286 44 6 - 8 no 25 k$ purchase

paper

286 172 US English 12 digits, command, read, dialog 1 no reverb human quasi-fixed head car low no no yes no no
PDA 2003 office 1.6-3 11 - 16 1 - 4 no free download

paper paper

1.6 - 3 11 - 16 US English 1 - 2 read 1 no reverb human quasi-fixed head stationary background low headset no yes no no
CENSREC-1 (Aurora-2J) 2003 public spaces ? 8 1 no free download

paper

? 214 Japanese 0.01 digits 1 no simulated phone human N/S no various real environments (rescaled) low original N/S yes no yes
AVICAR 2004 car 40 16 7 4 free download

paper

40 87 US English, non-native English 1 read 1 no reverb human quasi-fixed head moving car, windows open or closed low no no yes no no
AV16.3 2004 meeting 1.5 16 16 3 free download

paper

1.5 12 N/S N/S spontaneous 1 - 3 full reverb human various head, walk stationary background high no partial no no no
ICSI Meeting Corpus 2004 meeting 72 16 6 no 2.8 k$ purchase

info paper

72 53 US English, other English 13 meeting 3 - 10 meeting reverb human quasi-fixed head meeting high headset, lapel no yes yes ad-hoc
NIST Meeting Pilot Corpus Speech 2004 meeting 15 16 7 no 5.5 k$ purchase

paper

15 61 US English 6 meeting 3 - 9 meeting reverb human various head, walk stationary background high headset, lapel no yes no no
CHIL Meetings 2004 - 2007 seminar, meeting 60 44 79 - 147 6 - 9 3.5 k€ purchase

paper

? ? non-native English ? seminar, meeting 3 - 20 seminar, meeting reverb human quasi-fixed head meeting (scenarized) high headset yes yes yes no
SPEECON 2004 - 2011 public space, domestic, office, car ? 16 3 no 75 k€ per lang purchase

paper

? 600 per lang various ? command, read, spontaneous 1 no reverb human quasi-fixed head various real environments medium headset no yes no no
CENSREC-2 2005 car ? 16 1 no free download

paper

? 214 Japanese 0.01 digits 1 no reverb human quasi-fixed head car low headset no yes no no
CENSREC-3 2005 car ? 16 1 no 21 k¥ purchase

paper

? 311 Japanese 0.05 read 1 no reverb human quasi-fixed head car low headset no yes no no
Aurora-5 2006 public spaces, domestic, office, car ? 8 1 no free given TIDigits (0.5 k$) purchase (incl. HTK)

paper

? 225 US English 0.01 digits 1 no no, simulated rir, real rir loudspeaker fixed no various real environments (rescaled) low original no yes no yes
AMI 2006 meeting 100 16 16 6 free download

paper

? 189 UK English, other English 8 meeting most often 4 meeting (18% overlap) reverb human quasi-fixed head stationary background high headset, lapel yes yes yes no
PASCAL SSC 2006 speech overlap 8.8 25 1 no free download

paper

8.8 34 UK English 0.05 command 2 full no human N/S no no N/S original N/S yes no no
HIWIRE 2007 airplane 21 16 1 no 0.05 k€ purchase

paper

21 81 non-native English 0.1 command 1 no no human N/S no airplane (rescaled) low original N/S yes no no
NOIZEUS 2007 public spaces 0.6 8 1 no free download

paper

0.6 6 US English 0.1 read 1 no simulated phone human N/S no various real environments (rescaled) low original N/S no no no
UT-Drive 2007 car 40 25 5 2 25 k$ download

paper

40 25 US English 2.4 command, dialog 1 - 2 dialog reverb human quasi-fixed head car low headset (low quality) no partial no no
SASSEC, SiSEC under- determined 2007 - 2011 cocktail party 0.3 16 2 no free download

paper

0.3 16 N/S N/S read 3 - 4 full simulated rir, real rir, reverb no, loudspeaker fixed no no N/S original, spatial image yes no no no
MC-WSJ-AV, PASCAL SSC2, 2012_MMA, REVERB RealData 2007 - 2014 speech overlap 10 16 8 - 40 partial 1.5 k$ purchase

paper paper info video HTK Kaldi results results

? 45 UK English 10 read 1 - 2 full reverb human various head, walk stationary background high headset, lapel yes yes no no
CENSREC-4 (Simulated) 2008 public spaces, domestic, office, car ? 16 1 no free download

paper

? 214 Japanese 0.01 digits 1 no real rir dummy fixed no various real environments (rescaled) low original no yes no yes
CENSREC-4 (Real) 2008 public spaces, domestic, office, car ? 16 1 no free download

paper

? 10 Japanese 0.01 digits 1 no reverb human quasi-fixed head various real environments low headset no yes no yes
DICIT 2008 domestic 6 48 16 2 free download

paper

1 ? Italian ? command 4 no reverb human various head, walk domestic (scenarized) medium headset, tv yes yes no yes
SiSEC head-geometry 2008 speech overlap 1.9 16 2 no free download

paper

1.9 ? N/S N/S read 2 full real rir loudspeaker various no no N/S original, spatial image yes no no no
COSINE 2009 dialog 38 48 20 no free download

paper

11 91 US English, non-native English 5 spontaneous 2 - 7 dialog reverb human various head, walk various real environments low headset, throat mic no yes no no
SiSEC real-world noise 2010 public spaces 0.3 16 2 - 4 no free download

paper

0.3 6 N/S N/S read 1 - 3 full no, reverb (other room) loudspeaker various no various real environments (rescaled) low original, spatial image yes no no no
SiSEC dynamic 2010 - 2011 cocktail party 0.2 16 2 - 4 no free download

paper

0.2 ? N/S N/S read ? full (2 at a time) reverb loudspeaker various simulated no N/S original, spatial image yes no no no
CHiME 1, CHiME 2 Grid 2011 - 2012 domestic 70 16 - 48 2 no free download

paper HTK results results

12 34 UK English 0.05 command 1 no real rir dummy quasi-fixed simulated head domestic (added without rescaling) low yes yes yes no no
CHiME 2 WSJ0 2012 domestic 78 16 2 no free given WSJ0 (1.5 k$) download

paper HTK Kaldi results

33 101 US English 11 read 1 no real rir dummy fixed no domestic (added without rescaling) low yes yes yes no no
ETAPE 2012 TV/radio debates, outdoor interviews 42 16 1 1 ? download

paper

32 347 French 16 spontaneous 1 or more dialog (up to 10% overlap) reverb (some) human quasi-fixed head various real environments high no N/S yes no yes
GALE 2013 TV dialog 120 - 251 per lang 16 1 no 3.5 - 7 k$ per lang purchase 108 - 234 per lang ? Mandarin, Arabic ? spontaneous 1 or more dialog no human quasi-fixed head no N/S no N/S yes no no
REVERB SimData 2013 domestic, office 25 16 8 no free given WSJCAM0 (1.75 k$) purchase

paper HTK Kaldi results results

25 130 UK English 10 read 1 no real rir loudspeaker various no random noise high original, spatial image yes yes no yes
Sheffield Wargames Corpus 2013 cocktail party 7 48 92 3 free download

paper

? 9 UK English ? spontaneous 4 multiple dialogs reverb human various head, walk background music medium headset yes yes no no
DIRHA 2014 domestic 11 48 40 no free (partial avail.) download

paper

4 90 various 3.8 command, read, spontaneous 1 or more simulated real rir loudspeaker various no domestic (added without rescaling) low yes yes yes no yes
CHiME 3 2015 public spaces 48 16 6 no free given WSJ0 (1.5 k$) download

paper

28 113 US English 11 read 1 no simulated, reverb human various head various real environments low headset no yes no no

General attributes:

  • year of release
  • scenario: car, cocktail party, domestic, lecture, meeting, office, public space, TV...
  • total duration (h) (multiple channels counted only once)
  • sampling rate (kHz)
  • number of distant or noisy microphones
  • number of video cameras
  • cost for non-members of ELRA and LDC (cost for members is lower or free)
  • links: download data, reference papers, software baselines, evaluation results...

Speech attributes:

  • duration of speech (h) (overlapping speech counted only once)
  • number of unique speakers
  • language
  • number of unique words (differs from assumed vocabulary size, which is somewhat arbitrary)
  • speaking style: digits, command, read, spontaneous...
  • number of speakers present in the room
  • type of speaker overlap: no overlap, simulated overlap, dialogue, meeting, full overlap...

Channel attributes:

  • channel type: none, simulated room impulse response, convolution by a recorded room impulse response, reverberant recording...
  • speaker radiation: loudspeaker, dummy head with mouth simulator, human...
  • speaker location: at a fixed position in the room, at a quasi-fixed position (e.g., seated), at different positions...
  • speaker movements: no movement, head movements, walking...

Noise attributes:

  • noise type: stationary background noise (e.g., air-conditioning), car noise, meeting noises, domestic noises, outdoor noises...

Available ground truth:

  • reference speech signal: original (at the mouth), headset or lapel (slightly differs from the signal at the mouth), spatial image (at the microphones)...
  • speaker location and orientation
  • words uttered
  • paralinguistic attributes: nodding, gaze, communication intent, emotion... (excluding speaker attributes such as age, gender, or native language)
  • noise events: type and time of individual noise events

Impulse response datasets

The table below provides a list of impulse response (IR) datasets with detailed attributes. The meaning of each attribute is detailed below.

Disclaimer: Only datasets that are publicly available and include some reverberation (not only HRTFs) are listed.


Datasets General attributes Channel Room noise
rel. year envir. total IRs sam. rate (kHz) mics cost links chan. type rooms speak. radiat. speak. loc. speak. moves mic. direc. mic. loc. mic. moves
RWCP Real Environment Acoustic Database 2001 varechoic room, office 364 16 - 48 84 free download

paper

real 7 dummy 9 (far) yes omni fixed no no
SASSEC, SiSEC under- determined 2007 - 2011 office ? 16 2 free download

paper

simulated, real 4 no, loudspeaker ? no omni fixed no no
SiSEC head-geometry 2008 office 38 16 2 free (partial avail.) download

paper

real 1 loudspeaker 19 (far) no binaural fixed no no
Aachen Impulse Response 2009 - 2012 various 214 48 2 free download

paper

real 8 loudspeaker 13 (far) no omni, binaural, phone fixed no no
CAMIL 2010 - 2012 office 32400 16 2 free download

paper

real 1 loudspeaker fixed no binaural 16200 (close) yes no
CHiME 2 Grid 2012 domestic 242 16 - 48 2 free download

paper

real 1 dummy 121 (close) no binaural fixed no yes
AVASM 2013 office 864 16 2 free download

paper

real 1 loudspeaker 432 (close) no binaural fixed no no
DIRHA 2014 domestic 9200 48 40 free (partial avail.) download

paper

real 5 loudspeaker 57 (far) no omni fixed no yes
ACE 2015 office, meeting, lecture, lobby 700 48 50 free download

paper

real 7 loudspeaker fixed no omni, laptop, mobile, cruciform, linear, spherical 2 (near, far) no ambient, live babble, fan

General attributes:

  • year of release
  • recording environment: car, domestic, lecture, meeting, office, public space...
  • total IRs: total number of single-channel impulse responses
  • sampling rate (kHz)
  • number of microphones
  • cost
  • links: download data, reference papers, software baselines, evaluation results...

Channel attributes:

  • channel type: simulated or real impulse response
  • number of rooms:
  • speaker radiation: loudspeaker, mouth simulator
  • speaker location: at a fixed position in the room, or number of different positions (closely spaced or far)
  • speaker movements: no movement, moves while recording
  • microphone directivity: omnidirectional, cardioid, binaural...
  • microphone location: at a fixed position in the room, or number of different positions (closely spaced or far)
  • microphone movements: no movement, moves while recording

Noise attributes:

  • room noise: background noise recorded in the same room as the impulse responses

Text datasets

Other datasets

This section lists all other relevant datasets that have not been annotated or made publicly available yet.

Speech datasets:

Contribute a dataset

To contribute a new dataset, please

  • create an account and login
  • go to the section above corresponding to your type of dataset; if the table does not exist yet, you may create it
  • click on the "Edit" link at the top of the table and add a new line for your dataset (the lines are ordered by year of release)
  • fill all columns as much as possible, following the detailed list of attributes below the table
  • click on the "Save page" link at the bottom of the page to save your modifications

We currently cannot provide storage space for large datasets. Please upload the dataset at a stable URL on the website of your institution or elsewhere and provide its URL only. If this is not possible, please contact the resources sharing working group.

Contribute a software baseline

To contribute a new software baseline, please

  • create an account and login
  • fill an entry for your software on the Software page, if not done yet
  • go to the section above corresponding to the dataset for which your baseline was designed
  • click on the "Edit" link at the top of the table and add a link to your software in the corresponding "links" cell
  • click on the "Save page" link at the bottom of the page to save your modifications

We currently cannot provide storage space for large software. Please upload your software at a stable URL on the website of your institution or elsewhere and provide its URL only. If this is not possible, please contact the resources sharing working group.

Contribute an evaluation result

To contribute a new research result, please

  • create an account and login
  • go to the section above corresponding to the dataset for which this result was obtained
  • click on the "Edit" link at the top of the table and add a link to your result in the corresponding "links" cell
  • make sure that the link (e.g., a paper or another webpage) contains the following information: authors, link to a paper/report containing objective evaluation results, link to derived data (output transcriptions, intermediary data, etc)
  • click on the "Save page" link at the bottom of the page to save your modifications

In order to save storage space, please do not upload the paper on this wiki, but link it as much as possible from your institutional archive, from another public archive (e.g., arxiv) or from the publisher website (e.g., ieexplore).

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