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Computer Science, Artificial Intelligence, Music

Computer Science, Artificial Intelligence, Music

Gerhard Widmer (ORCID: 0000-0003-3531-1282)
  • Grant DOI 10.55776/Z159
  • Funding program FWF Wittgenstein Award
  • Status ended
  • Start March 15, 2010
  • End March 14, 2017
  • Funding amount € 1,400,000

Disciplines

Computer Sciences (60%); Arts (40%)

Keywords

    Artificial Intelligence, Music Performance Research, Machine Learning, Music Information Retrieval, Musicology, Intelligent Music Processing

Abstract Final report

Gerhard Widmer is a scientist who takes a clearly interdisciplinary approach, and he has gained worldwide renown as a pioneer in research at the intersection between information science, artificial intelligence (AI) and music; in fact, Widmer has played a key role in establishing, developing and gaining recognition for this field of research. With his research teams in Linz and Vienna, Widmer is working on new computer-based methods for intelligent music processing. One particular sensation was his research on the use of novel computerised methods for the quantitative analysis and modelling of artistic nuances in expressive music performances. He launched those research efforts with great panache in the course of his FWF START project: Among other achievements, he succeeded in quantifying and classifying subtle details in the styles of great pianists, and his intelligent computer solutions even managed to reveal and describe several fundamental principles of expressive tempo and dynamics on the basis of huge quantities of measurement data. That was probably the first time that a computer had independently made a truly new contribution to music research. Widmer`s work is purely cognition-oriented basic research and has attracted a great deal of attention worldwide (including popular media such as the New York Times and Wired magazine). The most recent highlight in Widmer`s work was winning all three main prizes at a scientific computer performance rendering competition in Sapporo, Japan (Sept. 2008) with a programme that autonomously attempts to play a given musical piece "expressively". At the same time, Widmer and his teams are also developing music analysis methods with practical applications for the new world of digital music, including algorithms which recognise musically relevant patterns in audio signals or which simulate humans` perception of similarities in music. In this field as well, Widmer`s work yielded another scientific first: In March 2009, a renowned audio equipment producer launched the world`s first digital hi-fi system which automatically analyses stored music based on musical criteria and then independently compiles playlists on the basis of those analyses. The technologies developed by Widmer`s team for the recognition of similarities in music are at the cutting edge worldwide, and two patents were recently registered in the US. Therefore, Widmer`s research interests cover a wide range, from pure fundamental research to technologies with impressive practical applications. At the international level, Widmer is recognised as a pioneer in the field of artificial intelligence and music, and his research teams are among the most productive groups worldwide in this field. With the funds from his Wittgenstein Award, Widmer now plans to raise his research to a new level of quality by addressing a difficult and scientifically risky topic: His vision is to implement substantial "understanding" of music in a computer, that is, to develop methods which enable a computer to describe and "understand" music on an abstract and semantically meaningful level comparable to that observed in human listeners. This would narrow the chasm between raw audio signals and musical meaning, also known as the "semantic gap" in the research world. On this basis, Widmer envisages the development of machines which can, for example, understand abstract characterisations of pieces of music and generate such characterisations themselves, which can track and respond to musical performances in real time, or which can identify and correctly classify expressive elements in music recordings. Ultimately, Widmer hopes this will also create the basis for novel applications in music searches, production and performance as well as music education.

FWF Project Z159 is the result of a Wittgenstein Prize awarded to Gerhard Widmer in 2009. The project was supported by the generous sum of EUR 1.4 million, and its purpose was to greatly advance our research in the intersection of computer science, Artificial Intelligence (AI), and music.The goal of our research is to develop computer systems that can listen' to music, develop a basic `understanding' of the contents and meaning of musical signals, and learn to recognise, classify, synchronise, and manipulate music in `intelligent' ways and this way support many important practical applications in the digital music world.This particular research project focused on two grand goals: one, to teach computers to recognise musically relevant patterns and structure in music recordings, much as human listeners do when listening to music, at many different levels - e.g., to recognise event onsets in music, identify beat, rhythm, tempo, metrical structure, harmonies, instruments, voices -- and to recognize musical pieces and track them (i.e., follow along in the sheet music, as musicians do) in real time (live). The outcome of this work are numerous new computer listening algorithms that are among the (or are the) best in the world for these tasks, as was also shown by winning first prizes in many international scientific competitions (see www.cp.jku.at/awards). Some of these algorithms have also found their way into real commercial applications in the digital media world (e.g., automatic media monitoring, radio broadcast analysis, and music search and recommendation services.)The second goal was to go a level `deeper', developing computer methods that can help us get a deeper understanding of the meaning' of music, its expressive aspects, how music becomes human music' through the artistic act of interpretation and performance. Here, we greatly advanced previous work on computer systems that investigate the art of expressive music performance, analysing performances by great human musicians and learning to describe and predict how music needs to be played (e.g., in terms of timing, dynamics, articulation) so as to sound musical' and natural' to us. The result of this strand of research are computer programs that have helped discover and describe interesting details about the art of great pianists (these were also published in the international world of musicology), and programs that can learn themselves to play music in musically meaningful and `expressive' ways, winning, among other things, an international Computer Piano Performance Contest (RENCON 2011). The last result in this respect (Spring 2017) is that in a blind listening test, our computer's performance of a piano piece was judged by human listeners as more `human' than that of an actual concert pianist ...The work started in the Wittgenstein Project Z159 will be continued and brought to a great synthesis in a new long-term project funded by the European Research Council (ERC) (www.cp.jku.at/research/projects/ConEspressione) - a project that would not have been possible without the support of the Wittgenstein project, and the FWF.

Research institution(s)
  • Universität Linz - 70%
  • ÖFAI - Österreichisches Forschungsinstitut für Artifical Intelligence - 30%
Project participants
  • Gerhard Widmer, ÖFAI - Österreichisches Forschungsinstitut für Artifical Intelligence , associated research partner

Research Output

  • 524 Citations
  • 91 Publications
Publications
  • 2013
    Title Siarct-Cfp: Improving Precision And The Discovery Of Inexact Musical Patterns In Point-Set Representations.
    DOI 10.5281/zenodo.1416622
    Type Other
    Author Arzt A
    Link Publication
  • 2013
    Title Siarct-Cfp: Improving Precision And The Discovery Of Inexact Musical Patterns In Point-Set Representations.
    DOI 10.5281/zenodo.1416621
    Type Other
    Author Arzt A
    Link Publication
  • 2012
    Title Combining Score and Filter Based Models to Predict Tempo Fluctuations in Expressive Music Performances.
    Type Conference Proceeding Abstract
    Author Grachten M
    Conference Proceedings of the 9th Sound and Music Computing Conference (SMC 2012), Copenhagen, Denmark.
  • 2012
    Title Sound/tracks: artistic real-time sonification of train journeys
    DOI 10.1007/s12193-011-0089-x
    Type Journal Article
    Author Knees P
    Journal Journal on Multimodal User Interfaces
    Pages 87-93
  • 2012
    Title Linear Basis Models for Prediction and Analysis of Musical Expression
    DOI 10.1080/09298215.2012.731071
    Type Journal Article
    Author Grachten M
    Journal Journal of New Music Research
    Pages 311-322
  • 2012
    Title Adaptive Distance Normalization for Real-Time Music Tracking.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of the 20th European Signal Processing Conference (Eusipco 2012), Bucharest, Romania.
  • 2012
    Title MIREX 2012 Audio Beat Tracking Evaluation: Beat.E. Music Information Retrieval Evaluation eXchange (MIREX) 2012.
    Type Conference Proceeding Abstract
    Author Krebs F
    Conference 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal
  • 2012
    Title Combining Score And Filter Based Models To Predict Tempo Fluctuations In Expressive Music Performances
    DOI 10.5281/zenodo.850063
    Type Other
    Author Grachten M
    Link Publication
  • 2012
    Title Combining Score And Filter Based Models To Predict Tempo Fluctuations In Expressive Music Performances
    DOI 10.5281/zenodo.850064
    Type Other
    Author Grachten M
    Link Publication
  • 2012
    Title Towards a Complete Classical Music Companion
    DOI 10.3233/978-1-61499-098-7-67
    Type Book Chapter
    Author Arzt Andreas
    Publisher IOS Press
  • 2018
    Title A Hybrid Approach With Multi-Channel I-Vectors And Convolutional Neural Networks For Acoustic Scene Classification
    DOI 10.5281/zenodo.1159889
    Type Other
    Author Dorfer M
    Link Publication
  • 2018
    Title A Hybrid Approach With Multi-Channel I-Vectors And Convolutional Neural Networks For Acoustic Scene Classification
    DOI 10.5281/zenodo.1159890
    Type Other
    Author Dorfer M
    Link Publication
  • 2016
    Title Learning To Pinpoint Singing Voice From Weakly Labeled Examples.
    DOI 10.5281/zenodo.1417651
    Type Other
    Author Schlüter J
    Link Publication
  • 2016
    Title Learning To Pinpoint Singing Voice From Weakly Labeled Examples.
    DOI 10.5281/zenodo.1417650
    Type Other
    Author Schlüter J
    Link Publication
  • 2016
    Title madmom: a new Python Audio and Music Signal Processing Library
    DOI 10.48550/arxiv.1605.07008
    Type Preprint
    Author Böck S
  • 2016
    Title Getting Closer to the Essence of Music: The Con Espressione Manifesto
    DOI 10.48550/arxiv.1611.09733
    Type Preprint
    Author Widmer G
  • 2016
    Title Getting Closer to the Essence of Music
    DOI 10.1145/2899004
    Type Journal Article
    Author Widmer G
    Journal ACM Transactions on Intelligent Systems and Technology (TIST)
    Pages 1-13
    Link Publication
  • 2016
    Title The Problem of Limited Inter-rater Agreement in Modelling Music Similarity
    DOI 10.1080/09298215.2016.1200631
    Type Journal Article
    Author Flexer A
    Journal Journal of New Music Research
    Pages 239-251
    Link Publication
  • 2014
    Title Tracking the "Odd": Meter Inference in a Culturally Diverse Music Corpus.
    Type Conference Proceeding Abstract
    Author Holzapfel A
    Conference Proceedings of 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan.
  • 2014
    Title The Piano Music Companion
    DOI 10.3233/978-1-61499-419-0-1221
    Type Book Chapter
    Author Arzt Andreas
    Publisher IOS Press
  • 2014
    Title Unsupervised Learning and Refinement of Rhythmic Patterns for Beat and Downbeat Tracking.
    Type Conference Proceeding Abstract
    Author Krebs F
    Conference Proceedings of the 22nd European Signal Processing Conference (EUSIPCO), Lisbon, Portugal.
  • 2014
    Title Towards a Drum Transcription System Aware of Bar Position.
    Type Conference Proceeding Abstract
    Author Dzhambazov G
    Conference Proceedings of the 53rd AES Conference on Semantic Audio, Audio Engineering Society, London.
  • 2014
    Title Tempo- and Transposition-invariant Identification of Piece and Score Position.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan.
  • 2014
    Title An Assessment of Learned Score Features for Modeling Expressive Dynamics in Music
    DOI 10.1109/tmm.2014.2311013
    Type Journal Article
    Author Grachten M
    Journal IEEE Transactions on Multimedia
    Pages 1211-1218
  • 2014
    Title The Piano Music Companion.
    Type Journal Article
    Author Arzt A
    Journal ECAI 2014
  • 2014
    Title From Improved Auto-Taggers to Improved Music Similarity Measures
    DOI 10.1007/978-3-319-12093-5_11
    Type Book Chapter
    Author Seyerlehner K
    Publisher Springer Nature
    Pages 193-202
  • 2014
    Title The Piano Music Companion.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of the Conference on Prestigious Applications of Intelligent Systems (PAIS 2014), Prague, Czech Republic.
  • 2013
    Title SIARCT-CFP: Improving Precision and the Discovery of Inexact Musical Patterns in Point-Set Representations.
    Type Conference Proceeding Abstract
    Author Collins T
    Conference Proceedings of the 14th International Society for Music Information Retrieval Conference (ISMIR 2013), Curitiba, Brazil.
  • 2012
    Title Expressive Performance Rendering with Probabilistic Models
    DOI 10.1007/978-1-4471-4123-5_3
    Type Book Chapter
    Author Flossmann S
    Publisher Springer Nature
    Pages 75-98
  • 2012
    Title Unsupervised Feature Learning for Speech and Music Detection in Radio Broadcasts.
    Type Conference Proceeding Abstract
    Author Schlüter J
    Conference Proceedings of the 15th International Conference on Digital Audio Effects (DAFx-12), York, UK, September.
  • 2012
    Title Fast Identification of Piece and Score Position Via Symbolic Fingerprinting.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of the 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal
  • 2012
    Title From Improved Auto-taggers to Improved Music Similarity Measures.
    Type Journal Article
    Author Ionescu B Et Al
    Journal Proceedings of the 10th Workshop on Adaptive Multimedia Retrieval (AMR 2012), Copenhagen, Denmark.
  • 2012
    Title Online Real-time Onset Detection with Recurrent Neural Networks.
    Type Conference Proceeding Abstract
    Author Böck S
    Conference Proceedings of the 15th International Conference on Digital Audio Effects (DAFx 2012), York, UK.
  • 2012
    Title A Simple and Effective Spectral Feature for Speech Detection in Mixed Audio Signals.
    Type Conference Proceeding Abstract
    Author Schlüter J Et Al
    Conference Proceedings of the 15th International Conference on Digital Audio Effects (DAFx-12), York, UK, September.
  • 2012
    Title Evaluating the Online Capabilities of Onset Detection Methods.
    Type Conference Proceeding Abstract
    Author Böck S
    Conference Proceedings of the 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal.
  • 2011
    Title Large-scale music exploration in hierarchically organized landscapes using prototypicality information
    DOI 10.1145/1991996.1992004
    Type Conference Proceeding Abstract
    Author Schedl M
    Pages 1-7
  • 2011
    Title Exploring the music similarity space on the web
    DOI 10.1145/1993036.1993038
    Type Journal Article
    Author Schedl M
    Journal ACM Transactions on Information Systems (TOIS)
    Pages 1-24
  • 2011
    Title Explaining Expressive Dynamics As a Mixture of Basis Functions.
    Type Conference Proceeding Abstract
    Author Grachten M
    Conference Proceedings of the Eighth Sound and Music Computing Conference (SMC 2011), Padua, Italy.
  • 2011
    Title Toward a Model of Performance Errors: A Qualitative Review of Magaloffs Chopin.
    Type Conference Proceeding Abstract
    Author Flossmann S
    Conference Proceedings of the International Symposium on Performance Science (ISPS 2011), Toronto, Canada.
  • 2011
    Title Macht Musizieren Gesund? Zur Herzrate und deren Variabilität während Mozarts Klavierkonzert Nr. 14.
    Type Conference Proceeding Abstract
    Author Ritter A
    Conference 27. Jahrestagung der Deutschen Gesellschaft für Musikpsychologie.
  • 2011
    Title Toward a Multilevel Model of Expressive Piano Performance.
    Type Conference Proceeding Abstract
    Author Flossmann S
    Conference Proceedings of the International Symposium on Performance Science (ISPS 2011), Toronto, Canada.
  • 2011
    Title Using Mutual Proximity to Improve Content-Based Audio Similarity.
    Type Conference Proceeding Abstract
    Author Schnitzer D
    Conference Proceedings of the 12th International Society for Music Information Retrieval Conference (ISMIR 2011), Miami, FL, USA, October
  • 2013
    Title Rhythmic Pattern Modeling for Beat- and Downbeat Tracking in Musical Audio.
    Type Conference Proceeding Abstract
    Author Krebs F
    Conference Proceedings of the 14th International Society for Music Information Retrieval Conference (ISMIR 2013), Curitiba, Brazil.
  • 2013
    Title Towards Light-weight, Real-time-capable Singing Voice Detection.
    Type Conference Proceeding Abstract
    Author Lehner B
    Conference Proceedings of the 14th International Society for Music Information Retrieval Conference (ISMIR 2013), Curitiba, Brazil.
  • 2013
    Title Maximal Translational Equivalence Classes of Musical Patterns in Point-Set Representations
    DOI 10.1007/978-3-642-39357-0_7
    Type Book Chapter
    Author Collins T
    Publisher Springer Nature
    Pages 88-99
  • 2013
    Title Refined Spectral Template Models for Score Following.
    Type Conference Proceeding Abstract
    Author Korzeniowski F
    Conference Proceedings of the Sound and Music Computing Conference (SMC 2013), Stockholm, Sweden.
  • 2010
    Title The Magaloff Corpus: An Empirical Error Study.
    Type Conference Proceeding Abstract
    Author Flossmann S
    Conference Proceedings of the 11th International Conference on Music Perception and Cognition (ICMPC), Seattle, WA, USA.
  • 2010
    Title Investigations of Between-Hand Synchronization in Magaloff's Chopin
    DOI 10.1162/comj_a_00002
    Type Journal Article
    Author Goebl W
    Journal Computer Music Journal
    Pages 35-44
  • 2010
    Title Evidence For Pianist-Specific Rubato Style In Chopin Nocturnes.
    DOI 10.5281/zenodo.1417793
    Type Other
    Author Grachten M
    Link Publication
  • 2010
    Title Evidence For Pianist-Specific Rubato Style In Chopin Nocturnes.
    DOI 10.5281/zenodo.1417792
    Type Other
    Author Grachten M
    Link Publication
  • 2010
    Title The Magaloff Project: An Interim Report
    DOI 10.1080/09298215.2010.523469
    Type Journal Article
    Author Flossmann S
    Journal Journal of New Music Research
    Pages 363-377
    Link Publication
  • 2010
    Title Evidence for Pianist-specific Rubato Style in Chopin Nocturnes.
    Type Conference Proceeding Abstract
    Author Grachten M
    Conference Proceedings of the 11th International Society for Music Information Retrieval Conference, Utrecht, The Netherlands.
  • 2022
    Title Quercetin attenuates viral infections by interacting with target proteins and linked genes in chemicobiological models
    DOI 10.1007/s40203-022-00132-2
    Type Journal Article
    Author Rahman M
    Journal In Silico Pharmacology
    Pages 17
    Link Publication
  • 2017
    Title A Hybrid Approach with Multi-channel I-Vectors and Convolutional Neural Networks for Acoustic Scene Classification
    DOI 10.48550/arxiv.1706.06525
    Type Preprint
    Author Eghbal-Zadeh H
  • 2017
    Title A Hybrid Approach with Multi-Channel I-Vectors and Convolutional Neural Networks for Acoustic Scene Classification
    DOI 10.23919/eusipco.2017.8081711
    Type Conference Proceeding Abstract
    Author Eghbal-Zadeh H
    Pages 2749-2753
    Link Publication
  • 2014
    Title A Multi-Model Approach to Beat Tracking Considering Heterogeneous Music Styles.
    Type Conference Proceeding Abstract
    Author Böck S
    Conference Proceedings of 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan.
  • 2014
    Title A Tempo- and Transposition-Invariant PianoMusic Companion. Demonstration Session.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan
  • 2014
    Title Quad-Based Audio Fingerprinting Robust to Time and Frequency Scaling.
    Type Conference Proceeding Abstract
    Author Sonnleitner R
    Conference Proceedings of the 17th International Conference on Digital Audio Effects (DAFx-14), Erlangen, Germany.
  • 2014
    Title Tracking The "Odd": Meter Inference In A Culturally Diverse Music Corpus.
    DOI 10.5281/zenodo.1415000
    Type Other
    Author Holzapfel A
    Link Publication
  • 2014
    Title Tracking The "Odd": Meter Inference In A Culturally Diverse Music Corpus.
    DOI 10.5281/zenodo.1414999
    Type Other
    Author Holzapfel A
    Link Publication
  • 2016
    Title madmom
    DOI 10.1145/2964284.2973795
    Type Conference Proceeding Abstract
    Author Böck S
    Pages 1174-1178
  • 2016
    Title Joint Beat and Downbeat Tracking with Recurrent Neural Networks.
    Type Conference Proceeding Abstract
    Author Bock S
    Conference Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), New York, USA.
  • 2015
    Title Monaural Blind Source Separation in the Context of Vocal Detection.
    Type Conference Proceeding Abstract
    Author Lehner B
    Conference Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR), Malaga, Spain.
  • 2015
    Title Using Geometric Symbolic Fingerprinting to Discover Distinctive Patterns in Polyphonic Music Corpora
    DOI 10.1007/978-3-319-25931-4_17
    Type Book Chapter
    Author Collins T
    Publisher Springer Nature
    Pages 445-474
  • 2015
    Title Artificial Intelligence in the Concertgebouw.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2015), Buenos Aires, Argentina.
  • 2014
    Title On the Reduction of False Positives in Singing Voice Detection
    DOI 10.1109/icassp.2014.6855054
    Type Conference Proceeding Abstract
    Author Lehner B
    Pages 7480-7484
  • 2014
    Title Predicting Expressive Dynamics in Piano Performances Using Neural Networks.
    Type Conference Proceeding Abstract
    Author De Haas B Et Al
    Conference Proceedings of 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan.
  • 2015
    Title Accurate Tempo Estimation based on Recurrent Neural Networks and Resonating Comb Filters.
    Type Conference Proceeding Abstract
    Author Bock S
    Conference Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR 2015), Malaga, Spain.
  • 2015
    Title Robust Quad-Based Audio Fingerprinting
    DOI 10.1109/taslp.2015.2509248
    Type Journal Article
    Author Sonnleitner R
    Journal IEEE/ACM Transactions on Audio, Speech, and Language Processing
    Pages 409-421
  • 2015
    Title Inferring Metrical Structure in Music Using Particle Filters
    DOI 10.1109/taslp.2015.2409737
    Type Journal Article
    Author Krebs F
    Journal IEEE/ACM Transactions on Audio, Speech, and Language Processing
    Pages 817-827
    Link Publication
  • 2015
    Title Flexible score following: The Piano Music Companion and beyond.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference A. Mayer, V. Chatziioannou, & W. Goebl (Eds), Proceedings of the 3rd Vienna Talk on Music Acoustics.
  • 2015
    Title Real-time Music Tracking Using Multiple Performances as a Reference.
    Type Conference Proceeding Abstract
    Author Arzt A
    Conference Proceedings of the 16th International Society of Information Retrieval Conference (ISMIR 2015), Malaga, Spain.
  • 2015
    Title An Efficient State-Space Model for Joint Tempo and Meter Tracking.
    Type Conference Proceeding Abstract
    Author Krebs F
    Conference Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR 2015), Malaga, Spain.
  • 2015
    Title A Low-Latency, Real-Time-Capable Singing Voice Detection Method with Lstm Recurrent Neural Networks
    DOI 10.1109/eusipco.2015.7362337
    Type Conference Proceeding Abstract
    Author Lehner B
    Pages 21-25
    Link Publication
  • 2015
    Title Gross-Version Singing Voice Detection in Classical Opera Recordings.
    Type Conference Proceeding Abstract
    Author Dittmar C
    Conference Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR 2015), Malaga, Spain.
  • 2015
    Title A Low-Latency, Real-Time-Capable Singing Voice Detection Method With Lstm Recurrent Neural Networks
    DOI 10.5281/zenodo.38849
    Type Other
    Author Böck S
    Link Publication
  • 2015
    Title I-Vectors for Timbre-Based Music Similarity and Music Artist Classification.
    Type Conference Proceeding Abstract
    Author Eghbal-Zadeh H
    Conference Proceedings of the 16th International Society for Music Information Retrieval Conference (ISMIR), Malaga, Spain.
  • 0
    DOI 10.1145/2964284
    Type Other
  • 2010
    Title A Multi-Pass Algorithm for Accurate Audio-to-Score Alignment.
    Type Conference Proceeding Abstract
    Author Niedermayer B
    Conference Proceedings of the 11th International Society for Music Information Retrieval Conference (ISMIR 2010), Utrecht, The Netherlands.
  • 2011
    Title Improving Tempo-Sensitive and Tempo-Robust Descriptors for Rhythmic Similarity.
    Type Conference Proceeding Abstract
    Author Holzapfel A
    Conference Proceedings of the 8th Sound and Music Computing Conference (SMC 2011), Padova, Italy.
  • 2011
    Title A Method to Determine the Contribution of Annotated Performance Directives in Music Performances.
    Type Conference Proceeding Abstract
    Author Grachten M
    Conference Proceedings of the International Symposium on Performance Science (ISPS 2011), Toronto, Canada,
  • 2011
    Title Expressive Performance with Bayesian Networks and Linear Basis Models.
    Type Conference Proceeding Abstract
    Author Flossmann S
    Conference Extended abstract, Rencon Workshop 2011: Musical Performance Rendering Competition for Computer Systems.
  • 2011
    Title A music information system automatically generated via Web content mining techniques
    DOI 10.1016/j.ipm.2010.09.002
    Type Journal Article
    Author Schedl M
    Journal Information Processing & Management
    Pages 426-439
  • 2011
    Title Improving Tempo-Sensitive And Tempo-Robust Descriptors For Rhythmic Similarity
    DOI 10.5281/zenodo.849948
    Type Other
    Author Flexer A
    Link Publication
  • 2011
    Title Improving Tempo-Sensitive And Tempo-Robust Descriptors For Rhythmic Similarity
    DOI 10.5281/zenodo.849947
    Type Other
    Author Flexer A
    Link Publication
  • 2011
    Title Music Similarity Estimation with the Mean-Covariance Restricted Boltzmann Machine
    DOI 10.1109/icmla.2011.102
    Type Conference Proceeding Abstract
    Author Schlüter J
    Pages 118-123
    Link Publication
  • 2016
    Title Downbeat Tracking Using Beatsynchronous Features and Recurrent Neural Networks.
    Type Conference Proceeding Abstract
    Author Krebs F
    Conference Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), New York, USA.
  • 2016
    Title Landmark-based Audio Fingerprinting for DJ Mix Monitoring.
    Type Conference Proceeding Abstract
    Author Sonnleitner R
    Conference Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR), New York, USA.
  • 2016
    Title Noise-Robust Music Artist Recognition Using I-vector Features.
    Type Conference Proceeding Abstract
    Author Eghbal-Zadeh H
    Conference Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2016), New York, USA.
  • 2016
    Title CP-JKU submissions for DCASE-2016: A hybrid approach using binaural i-vectors and deep convolutional neural networks.
    Type Conference Proceeding Abstract
    Author Eghbal-Zadeh H
    Conference IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events (DCASE).
  • 2016
    Title A Cosine-Distance based Neural Network for Music Artist Recognition Using Raw I-vector Features.
    Type Conference Proceeding Abstract
    Author Eghbal-Zadeh H
    Conference Proceedings of the 19th International Conference on Digital Audio Effects (DAFx16), Brno, Czech Republic.

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