{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,15]],"date-time":"2024-09-15T23:34:00Z","timestamp":1726443240466},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2023,4,26]],"date-time":"2023-04-26T00:00:00Z","timestamp":1682467200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2023,4,26]],"date-time":"2023-04-26T00:00:00Z","timestamp":1682467200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100000781","name":"European Research Council","doi-asserted-by":"publisher","award":["773268"],"id":[{"id":"10.13039\/501100000781","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004040","name":"KU Leuven","doi-asserted-by":"crossref","award":["C24\/16\/019","VES\/19\/004"],"id":[{"id":"10.13039\/501100004040","id-type":"DOI","asserted-by":"crossref"}]},{"name":"FWO-Vlaanderen","award":["I013218N"]},{"name":"SBO","award":["S005319N","12X6719N"]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J AUDIO SPEECH MUSIC PROC."],"abstract":"Abstract<\/jats:title>In the development of acoustic signal processing algorithms, their evaluation in various acoustic environments is of utmost importance. In order to advance evaluation in realistic and reproducible scenarios, several high-quality acoustic databases have been developed over the years. In this paper, we present another complementary database of acoustic recordings, referred to as the Multi-arraY Room Acoustic Database (MYRiAD). The MYRiAD database is unique in its diversity of microphone configurations suiting a wide range of enhancement and reproduction applications (such as assistive hearing, teleconferencing, or sound zoning), the acoustics of the two recording spaces, and the variety of contained signals including 1214 room impulse responses (RIRs), reproduced speech, music, and stationary noise, as well as recordings of live cocktail parties held in both rooms. The microphone configurations comprise a dummy head (DH) with in-ear omnidirectional microphones, two behind-the-ear (BTE) pieces equipped with 2 omnidirectional microphones each, 5 external omnidirectional microphones (XMs), and two concentric circular microphone arrays (CMAs) consisting of 12 omnidirectional microphones in total. The two recording spaces, namely the SONORA Audio Laboratory (SAL) and the Alamire Interactive Laboratory (AIL), have reverberation times of 2.1 s and 0.5 s, respectively. Audio signals were reproduced using 10 movable loudspeakers in the SAL and a built-in array of 24 loudspeakers in the AIL. MATLAB and Python scripts are included for accessing the signals as well as microphone and loudspeaker coordinates. The database is publicly available (https:\/\/zenodo.org\/record\/7389996<\/jats:ext-link>).<\/jats:p>","DOI":"10.1186\/s13636-023-00284-9","type":"journal-article","created":{"date-parts":[[2023,4,26]],"date-time":"2023-04-26T12:04:26Z","timestamp":1682510666000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["MYRiAD: a multi-array room acoustic database"],"prefix":"10.1186","volume":"2023","author":[{"given":"Thomas","family":"Dietzen","sequence":"first","affiliation":[]},{"given":"Randall","family":"Ali","sequence":"additional","affiliation":[]},{"given":"Maja","family":"Taseska","sequence":"additional","affiliation":[]},{"given":"Toon","family":"van Waterschoot","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,4,26]]},"reference":[{"key":"284_CR1","doi-asserted-by":"publisher","DOI":"10.1201\/9781420015836","volume-title":"Speech Enhancement: Theory and Practice","author":"PC Loizou","year":"2007","unstructured":"P.C. Loizou, Speech enhancement: theory and practice (CRC Press, Boca Raton, 2007)"},{"key":"284_CR2","doi-asserted-by":"crossref","unstructured":"S. Gannot, I. Cohen, Adaptive beamforming and postfiltering. Springer Handbook of Speech Processing (Springer, New York City, 2007), pp. 945\u2013978","DOI":"10.1007\/978-3-540-49127-9_47"},{"key":"284_CR3","doi-asserted-by":"crossref","unstructured":"S. Doclo, S. Gannot, M. Moonen, A. Spriet, Acoustic beamforming for hearing aid applications. in Handbook on Array Processing and Sensor Networks (Wiley, Hoboken, 2010), pp. 269\u2013302","DOI":"10.1002\/9780470487068.ch9"},{"key":"284_CR4","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-84996-056-4","volume-title":"Speech Dereverberation","author":"PA Naylor","year":"2010","unstructured":"P.A. Naylor, N.D. Gaubitch, Speech dereverberation (Springer, New York City, 2010)"},{"key":"284_CR5","volume-title":"Microphone Arrays: Signal Processing Techniques and Applications","author":"M Brandstein","year":"2013","unstructured":"M. Brandstein, D. Ward, Microphone arrays: signal processing techniques and applications (Springer, New York City, 2013)"},{"issue":"7","key":"284_CR6","first-page":"1","volume":"2016","author":"K Kinoshita","year":"2016","unstructured":"K. Kinoshita, M. Delcroix, S. Gannot, E.A.P. Habets, R. Haeb-Umbach, W. Kellermann, V. Leutnant, R. Maas, T. Nakatani, B. Raj, A. Sehr, T. Yoshioka, A summary of the REVERB challenge: state-of-the-art and remaining challenges in reverberant speech processing research. EURASIP J. Adv. Signal Process. 2016(7), 1\u201319 (2016)","journal-title":"EURASIP J. Adv. Signal Process."},{"issue":"4","key":"284_CR7","doi-asserted-by":"publisher","first-page":"692","DOI":"10.1109\/TASLP.2016.2647702","volume":"25","author":"S Gannot","year":"2017","unstructured":"S. Gannot, E. Vincent, S. Markovich-Golan, A. Ozerov, A consolidated perspective on multimicrophone speech enhancement and source separation. IEEE\/ACM Trans. Audio Speech Lang. Process. 25(4), 692\u2013730 (2017)","journal-title":"IEEE\/ACM Trans. Audio Speech Lang. Process."},{"key":"284_CR8","doi-asserted-by":"publisher","DOI":"10.1002\/9781119279860","volume-title":"Audio Source Separation and Speech Enhancement","author":"E Vincent","year":"2018","unstructured":"E. Vincent, T. Virtanen, S. Gannot, Audio source separation and speech enhancement (Wiley, Hoboken, 2018)"},{"issue":"10","key":"284_CR9","doi-asserted-by":"publisher","first-page":"1681","DOI":"10.1109\/TASLP.2016.2577502","volume":"24","author":"J Eaton","year":"2016","unstructured":"J. Eaton, N.D. Gaubitch, A.H. Moore, P.A. Naylor, Estimation of room acoustic parameters: the ACE challenge. IEEE\/ACM Trans. Audio Speech Lang. Process. 24(10), 1681\u20131693 (2016)","journal-title":"IEEE\/ACM Trans. Audio Speech Lang. Process."},{"key":"284_CR10","doi-asserted-by":"crossref","unstructured":"K. Sridhar, R. Cutler, A. Saabas, T. Parnamaa, M. Loide, H. Gamper, S. Braun, R. Aichner, S. Srinivasan, ICASSP 2021 acoustic echo cancellation challenge: datasets, testing framework, and results. in Proc. 2021 IEEE Int. Conf. Acoust. Speech Signal Process (Toronto, Ontario, 2021), pp. 151\u2013155","DOI":"10.1109\/ICASSP39728.2021.9413457"},{"issue":"2","key":"284_CR11","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1109\/JPROC.2010.2090998","volume":"99","author":"T van Waterschoot","year":"2010","unstructured":"T. van Waterschoot, M. Moonen, Fifty years of acoustic feedback control: state of the art and future challenges. Proc. IEEE 99(2), 288\u2013327 (2010)","journal-title":"Proc. IEEE"},{"key":"284_CR12","doi-asserted-by":"crossref","unstructured":"C. Evers, H.W. L\u00f6llmann, H. Mellmann, A. Schmidt, H. Barfuss, P.A. Naylor, W. Kellermann, The LOCATA challenge: acoustic source localization and tracking. IEEE\/ACM Trans. Audio, Speech, Lang. Process. 28,1620\u20131643 (2020)","DOI":"10.1109\/TASLP.2020.2990485"},{"key":"284_CR13","doi-asserted-by":"crossref","unstructured":"P. Coleman, P.J.B. Jackson, M. Olik, M. M\u00f8ller, M. Olsen, J. Abildgaard\u00a0Pedersen, Acoustic contrast, planarity and robustness of sound zone methods using a circular loudspeaker array. J. Acoust. Soc. Am. 135(4),1929\u20131940 (2014)","DOI":"10.1121\/1.4866442"},{"issue":"2","key":"284_CR14","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1109\/MSP.2014.2360707","volume":"32","author":"T Betlehem","year":"2015","unstructured":"T. Betlehem, W. Zhang, M.A. Poletti, T.D. Abhayapala, Personal sound zones: delivering interface-free audio to multiple listeners. IEEE Signal Process. Mag. 32(2), 81\u201391 (2015)","journal-title":"IEEE Signal Process. Mag."},{"key":"284_CR15","doi-asserted-by":"crossref","unstructured":"J. Barker, S. Watanabe, E. Vincent, J. Trmal, The fifth \u2018CHiME\u2019 speech separation and recognition challenge: dataset, task and baselines. in Proc. Interspeech 2018 (Hyderabad, India, 2018), pp. 1561\u20131565","DOI":"10.21437\/Interspeech.2018-1768"},{"key":"284_CR16","unstructured":"J.Y.C. Wen, N.D. Gaubitch, E.A.P. Habets, T. Myatt, P.A. Naylor, Evaluation of speech dereverberation algorithms using the MARDY database. in Proc. 2006 Intl. Workshop Acoust. Echo Noise Control (Paris, 2006)"},{"key":"284_CR17","doi-asserted-by":"crossref","unstructured":"M. Jeub, M. Schafer, P. Vary, A binaural room impulse response database for the evaluation of dereverberation algorithms. in Proc. 2009 16th Int. Conf. Digital Signal Process (Santorini, 2009), pp. 1\u20135","DOI":"10.1109\/ICDSP.2009.5201259"},{"key":"284_CR18","doi-asserted-by":"crossref","unstructured":"H. Kayser, S.D. Ewert, J. Anem\u00fcller, T. Rohdenburg, V. Hohmann, B. Kollmeier, Database of multichannel in-ear and behind-the-ear head-related and binaural room impulse responses. EURASIP J. Adv. Signal Process. 2009, (2009), pp. 1\u201310","DOI":"10.1155\/2009\/298605"},{"key":"284_CR19","doi-asserted-by":"crossref","unstructured":"R. Stewart, M. Sandler, Database of omnidirectional and B-format room impulse responses. in Proc. 2010 IEEE Int. Conf. Acoust., Speech, Signal Process. (Dallas, 2010), pp. 165\u2013168","DOI":"10.1109\/ICASSP.2010.5496083"},{"key":"284_CR20","doi-asserted-by":"crossref","unstructured":"J.K. Nielsen, J.R. Jensen, S.H. Jensen, M.G. Christensen, The single- and multichannel audio recordings database (SMARD). in Proc. 2014 Int. Workshop Acoustic Signal Enhancement (Antibes, 2014), pp. 40\u201344","DOI":"10.1109\/IWAENC.2014.6953334"},{"key":"284_CR21","doi-asserted-by":"crossref","unstructured":"E. Hadad, F. Heese, P. Vary, S. Gannot, Multichannel audio database in various acoustic environments. in Proc. 2014 Int. Workshop Acoustic Signal Enhancement (Antibes, 2014), pp. 313\u2013317","DOI":"10.1109\/IWAENC.2014.6954309"},{"key":"284_CR22","doi-asserted-by":"crossref","unstructured":"W.S. Woods, E. Hadad, I. Merks, B. Xu, S. Gannot, T. Zhang, A real-world recording database for ad hoc microphone arrays. in Proc. 2015 IEEE Workshop Appl. Signal Process. Audio, Acoust. (New Paltz, 2015), pp. 2\u20136","DOI":"10.1109\/WASPAA.2015.7336915"},{"issue":"4","key":"284_CR23","doi-asserted-by":"publisher","first-page":"863","DOI":"10.1109\/JSTSP.2019.2917582","volume":"13","author":"I Sz\u00f6ke","year":"2019","unstructured":"I. Sz\u00f6ke, M. Sk\u00e1cel, L. Mo\u0161ner, J. Paliesek, J. \u010cernock\u1ef3, Building and evaluation of a real room impulse response dataset. IEEE J. Selected Topics Signal Process. 13(4), 863\u2013876 (2019)","journal-title":"IEEE J. Selected Topics Signal Process."},{"issue":"1","key":"284_CR24","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13636-021-00229-0","volume":"2021","author":"D Di Carlo","year":"2021","unstructured":"D. Di Carlo, P. Tandeitnik, C. Foy, N. Bertin, A. Deleforge, S. Gannot, dEchorate: a calibrated room impulse response dataset for echo-aware signal processing. EURASIP J. Audio Speech Music Process. 2021(1), 1\u201315 (2021)","journal-title":"EURASIP J. Audio Speech Music Process."},{"key":"284_CR25","doi-asserted-by":"crossref","unstructured":"J. \u010cmejla, T. Kounovsk\u1ef3, S. Gannot, Z. Koldovsk\u1ef3, P. Tandeitnik, MIRaGe: multichannel database of room impulse responses measured on high-resolution cube-shaped grid. in 2020 28th European Signal Process. Conf. (Amsterdam, 2021), pp. 56\u201360","DOI":"10.23919\/Eusipco47968.2020.9287646"},{"key":"284_CR26","doi-asserted-by":"crossref","unstructured":"S. Koyama, T. Nishida, K. Kimura, T. Abe, N. Ueno, J. Brunnstr\u00f6m, MESHRIR: a dataset of room impulse responses on meshed grid points for evaluating sound field analysis and synthesis methods. in Proc. 2021 IEEE Workshop Appl. Signal Process. Audio, Acoust. (IEEE, New Paltz, 2021), pp. 1\u20135","DOI":"10.1109\/WASPAA52581.2021.9632672"},{"issue":"4","key":"284_CR27","doi-asserted-by":"publisher","first-page":"2505","DOI":"10.1121\/10.0014958","volume":"152","author":"S Zhao","year":"2022","unstructured":"S. Zhao, Q. Zhu, E. Cheng, I.S. Burnett, A room impulse response database for multizone sound field reproduction. J. Acoust. Soc. Am. 152(4), 2505\u20132512 (2022)","journal-title":"J. Acoust. Soc. Am."},{"key":"284_CR28","doi-asserted-by":"crossref","unstructured":"M. Van\u00a0Segbroeck, A. Zaid, K. Kutsenko, C. Huerta, T. Nguyen, X. Luo, B. Hoffmeister, J. Trmal, M. Omologo, R. Maas, DiPCo - dinner party corpus (2019). arXiv preprint arXiv:1909.13447","DOI":"10.21437\/Interspeech.2020-2800"},{"issue":"440","key":"284_CR29","first-page":"1","volume":"7","author":"T Fischer","year":"2020","unstructured":"T. Fischer, M. Caversaccio, W. Wimmer, Multichannel acoustic source and image dataset for the cocktail party effect in hearing aid and implant users. Scientific Data 7(440), 1\u201313 (2020)","journal-title":"Scientific Data"},{"issue":"3","key":"284_CR30","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1109\/TASLP.2017.2651373","volume":"25","author":"M Farmani","year":"2017","unstructured":"M. Farmani, M.S. Pedersen, Z.-H. Tan, J. Jensen, Informed sound source localization using relative transfer functions for hearing aid applications. IEEE\/ACM Trans. Audio Speech Language Process. 25(3), 611\u2013623 (2017)","journal-title":"IEEE\/ACM Trans. Audio Speech Language Process."},{"key":"284_CR31","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1109\/TASLP.2020.3043674","volume":"29","author":"N G\u00f6\u00dfling","year":"2021","unstructured":"N. G\u00f6\u00dfling, D. Marquardt, S. Doclo, Performance analysis of the extended binaural MVDR beamformer with partial noise estimation. IEEE\/ACM Trans. Audio Speech Language Process. 29, 462\u2013476 (2021)","journal-title":"IEEE\/ACM Trans. Audio Speech Language Process."},{"key":"284_CR32","unstructured":"R. Ali, Multi-microphone speech enhancement: an integration of a priori and data-dependent spatial information. PhD thesis (KU Leuven, Leuven, 2020)"},{"issue":"5","key":"284_CR33","doi-asserted-by":"publisher","first-page":"1140","DOI":"10.1109\/TASLP.2017.2689681","volume":"25","author":"G Huang","year":"2017","unstructured":"G. Huang, J. Benesty, J. Chen, On the design of frequency-invariant beampatterns with uniform circular microphone arrays. IEEE\/ACM Trans. Audio Speech Language Process. 25(5), 1140\u20131153 (2017)","journal-title":"IEEE\/ACM Trans. Audio Speech Language Process."},{"issue":"10","key":"284_CR34","doi-asserted-by":"publisher","first-page":"2193","DOI":"10.1109\/TASL.2013.2272524","volume":"21","author":"D Pavlidi","year":"2013","unstructured":"D. Pavlidi, A. Griffin, M. Puigt, A. Mouchtaris, Real-time multiple sound source localization and counting using a circular microphone array. IEEE Trans. Audio Speech Language Process. 21(10), 2193\u20132206 (2013)","journal-title":"IEEE Trans. Audio Speech Language Process."},{"key":"284_CR35","unstructured":"T. van Waterschoot, KU Leuven ESAT-STADIUS Audio Research Labs (2022). https:\/\/lirias.kuleuven.be\/3940173"},{"key":"284_CR36","unstructured":"M. Holters, T. Corbach, U. Z\u00f6lzer, Impulse response measurement techniques and their applicability in the real world. in Proc. 2009 12th Int. Conf. Digital Audio Effects (Como, 2009), pp. 108\u2013112"},{"key":"284_CR37","unstructured":"C. Veaux, J. Yamagishi, K. MacDonald, CSTR VCTK Corpus: English Multi-speaker Corpus for CSTR Voice Cloning Toolkit (2016). http:\/\/homepages.inf.ed.ac.uk\/jyamagis\/page3\/page58\/page58.html"},{"key":"284_CR38","volume-title":"ISRC: TTA101100005","author":"Anti-Everything, Federation Day. Children of a Globalised World (Musical Album)","year":"2011","unstructured":"Anti-Everything, Federation Day. Children of a Globalised World (Musical Album), ISRC: TTA101100005 (Boatshrimp Records, Port-of-Spain, 2011)"},{"key":"284_CR39","unstructured":"European Broadcasting Union, Sound quality assessment material recordings for subjective tests (2008). https:\/\/tech.ebu.ch\/publications\/sqamcd"},{"key":"284_CR40","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/MSP.2015.2398954","volume":"32","author":"I Dokmani\u0107","year":"2015","unstructured":"I. Dokmani\u0107, R. Parhizkar, J. Ranieri, M. Vetterli, Euclidean distance matrices: essential theory, algorithms and applications. IEEE Signal Process. Mag. 32, 12\u201330 (2015)","journal-title":"IEEE Signal Process. Mag."},{"key":"284_CR41","unstructured":"ISO\u00a03382-1:2009, Acoustics - Measurement of Room Acoustic Parameters - Part 1: Performance Spaces. (International Organization for Standardization, Geneva, 2009), p. 26"},{"key":"284_CR42","unstructured":"C. Hummersone, T. Pr\u00e4tzlich, GitHub Repository: IoSR Matlab Toolbox (2017). https:\/\/github.com\/IoSR-Surrey\/MatlabToolbox"},{"key":"284_CR43","unstructured":"T. Dietzen, R. Ali, M. Taseska, T. van Waterschoot, Data repository for MYRiAD: a multi-array room acoustic database. https:\/\/zenodo.org\/record\/7389996"}],"container-title":["EURASIP Journal on Audio, Speech, and Music Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s13636-023-00284-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1186\/s13636-023-00284-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1186\/s13636-023-00284-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,22]],"date-time":"2023-06-22T10:32:05Z","timestamp":1687429925000},"score":1,"resource":{"primary":{"URL":"https:\/\/asmp-eurasipjournals.springeropen.com\/articles\/10.1186\/s13636-023-00284-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,26]]},"references-count":43,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2023,12]]}},"alternative-id":["284"],"URL":"https:\/\/doi.org\/10.1186\/s13636-023-00284-9","relation":{},"ISSN":["1687-4722"],"issn-type":[{"type":"electronic","value":"1687-4722"}],"subject":[],"published":{"date-parts":[[2023,4,26]]},"assertion":[{"value":"8 December 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 April 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 April 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"17"}}