International Audio Laboratories Erlangen

Publications

  1. Frank Zalkow, Prachi Govalkar, Meinard Müller, Emanuël A. P. Habets, and Christian Dittmar
    Evaluating Speech—Phoneme Alignment and Its Impact on Neural Text-To-Speech Synthesis
    In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023. PDF Details DOI 
    @inproceedings{ZalkowGMHD23_EvalAlignmentTTS_ICASSP,
author      = {Frank Zalkow and Prachi Govalkar and Meinard M{\"u}ller and Emanu{\"e}l A.\ P.\ Habets and Christian Dittmar},
title       = {Evaluating Speech--Phoneme Alignment and Its Impact on Neural Text-To-Speech Synthesis},
booktitle   = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing ({ICASSP})},
address     = {Rhodes Island, Greece},
year        = {2023},
pages       = {},
doi         = {10.1109/ICASSP49357.2023.10097248},
url-pdf     = {https://ieeexplore.ieee.org/document/10097248},
url-details = {https://www.audiolabs-erlangen.de/resources/NLUI/2023-ICASSP-eval-alignment-tts},
}
  2. Yi-Jen Shih, Shih-Lun Wu, Frank Zalkow, Meinard Müller, and Yi-Hsuan Yang
    Theme Transformer: Symbolic Music Generation with Theme-Conditioned Transformer
    IEEE Transactions on Multimedia, 2022. PDF Details DOI 
    @article{ShihWZMY22_ThemeTransformer_TMM,
author      = {Yi{-}Jen Shih and Shih{-}Lun Wu and Frank Zalkow and Meinard M{\"u}ller and Yi{-}Hsuan Yang},
title       = {Theme Transformer: {S}ymbolic Music Generation with Theme-Conditioned Transformer},
journal     = {{IEEE} Transactions on Multimedia},
volume      = {},
pages       = {},
year        = {2022},
doi         = {10.1109/TMM.2022.3161851},
url-details = {https://atosystem.github.io/ThemeTransformer},
url-pdf     = {https://ieeexplore.ieee.org/document/9740506},
}
  3. Frank Zalkow and Meinard Müller
    CTC-Based Learning of Chroma Features for Score—Audio Music Retrieval
    IEEE/ACM Transactions on Audio, Speech, and Language Processing, 29: 2957–2971, 2021. PDF Details DOI 
    @article{ZalkowMueller21_ChromaCTC_TASLP,
author      = {Frank Zalkow and Meinard M{\"u}ller},
title       = {{CTC}-Based Learning of Chroma Features for Score--Audio Music Retrieval},
journal     = {{IEEE}/{ACM} Transactions on Audio, Speech, and Language Processing},
volume      = {29},
pages       = {2957--2971},
year        = {2021},
doi         = {10.1109/TASLP.2021.3110137},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2021_TASLP-ctc-chroma},
url-pdf     = {https://ieeexplore.ieee.org/document/9531521},
}
  4. Meinard Müller and Frank Zalkow
    libfmp: A Python Package for Fundamentals of Music Processing
    Journal of Open Source Software (JOSS), 6(63), 2021. Details DOI 
    @article{MuellerZalkow21_libfmp_JOSS,
author      = {Meinard M{\"u}ller and Frank Zalkow},
title       = {{libfmp}: {A} {P}ython Package for Fundamentals of Music Processing},
journal     = {Journal of Open Source Software ({JOSS})},
volume      = {6},
number      = {63},
year        = {2021},
doi         = {10.21105/joss.03326},
url-details = {https://github.com/meinardmueller/libfmp},
}
  5. Frank Zalkow
    Learning Audio Representations for Cross-Version Retrieval of Western Classical Music
    PhD Thesis, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 2021. Details 
    @phdthesis{Zalkow21_Thesis_PhD,
author      = {Frank Zalkow},
title       = {Learning Audio Representations for Cross-Version Retrieval of Western Classical Music},
type        = {doctoralthesis},
pages       = {172},
school      = {Friedrich-Alexander-Universit{\"a}t Erlangen-N{\"u}rnberg (FAU)},
address     = {Erlangen, Germany},
year        = {2021},
url-details = {https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-167774},
}
  6. Frank Zalkow, Julian Brandner, and Meinard Müller
    Efficient Retrieval of Music Recordings Using Graph-Based Index Structures
    Signals, 2(2): 336–352, 2021. PDF Details DOI 
    @article{ZalkowBM21_Indexing_Signals,
author      = {Frank Zalkow and Julian Brandner and Meinard M{\"u}ller},
title       = {Efficient Retrieval of Music Recordings Using Graph-Based Index Structures},
journal     = {Signals},
volume      = {2},
number      = {2},
year        = {2021},
doi         = {10.3390/signals2020021},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2020_signals-indexing},
url-pdf     = {https://www.mdpi.com/2624-6120/2/2/21},
pages       = {336--352}
}
  7. Christof Weiß, Frank Zalkow, Vlora Arifi-Müller, Meinard Müller, Hendrik Vincent Koops, Anja Volk, and Harald G. Grohganz
    Schubert Winterreise Dataset: A Multimodal Scenario for Music Analysis
    ACM Journal on Computing and Cultural Heritage (JOCCH), 14(2), 2021. PDF Details DOI 
    @article{WeissZAMMKVG21_SWD_JOCCH,
author    = {Christof Wei{\ss} and Frank Zalkow and Vlora Arifi-Müller and Meinard M{\"u}ller and Hendrik Vincent Koops and Anja Volk and Harald G. Grohganz},
title     = {{S}chubert {W}interreise Dataset: {A} Multimodal Scenario for Music Analysis},
journal   = {{ACM} Journal on Computing and Cultural Heritage ({JOCCH})},
volume    = {14},
number    = {2},
year      = {2021},
doi       = {10.1145/3429743},
url-pdf   = {https://dl.acm.org/doi/10.1145/3429743},
url-details = {https://doi.org/10.5281/zenodo.4431535}
}
  8. Frank Zalkow, Stefan Balke, Vlora Arifi-Müller, and Meinard Müller
    MTD: A Multimodal Dataset of Musical Themes for MIR Research
    Transactions of the International Society for Music Information Retrieval (TISMIR), 3(1): 180–192, 2020. PDF Details Demo DOI 
    @article{ZalkowBAM20_MTD_TISMIR,
title     = {{MTD}: A Multimodal Dataset of Musical Themes for {MIR} Research},
author    = {Frank Zalkow and Stefan Balke and Vlora Arifi-M{\"{u}}ller and Meinard M{\"{u}}ller},
journal   = {Transactions of the International Society for Music Information Retrieval ({TISMIR})},
volume    = {3},
number    = {1},
year      = {2020},
pages     = {180--192},
doi       = {10.5334/tismir.68},
url-demo  = {https://www.audiolabs-erlangen.de/resources/MIR/MTD},
url-details = {https://transactions.ismir.net/articles/10.5334/tismir.68/},
url-pdf   = {2020_ZalkowBAM20_MTD_TISMIR.pdf}
}
  9. Stephanie Klauk and Frank Zalkow
    Methoden computergestützter melodischer Analyse am Beispiel italienischer Streichquartette
    In Stephanie Klauk (ed.): Instrumentalmusik neben Haydn und Mozart. Analyse, Aufführungspraxis und Edition, Saarbrücker Studien zur Musikwissenschaft 20, Königshausen & Neumann: 151–168, 2020. 
    @incollection{KlaukZalkow20_MelodischeAnalyseStreichquartette_SSM,
author    = {Stephanie Klauk and Frank Zalkow},
title     = {{M}ethoden computergestützter melodischer {A}nalyse am {B}eispiel italienischer {S}treichquartette},
booktitle = {{I}nstrumentalmusik neben {H}aydn und {M}ozart. {A}nalyse, {A}uff{\"u}hrungspraxis und {E}dition},
pages     = {151--168},
year      = {2020},
editor    = {Stephanie Klauk},
publisher = {Saarbr{\"u}cker Studien zur Musikwissenschaft 20, K{\"o}nigshausen \& Neumann},
address   = {Saarbr{\"u}cken, Germany}
}
  10. Michael Krause, Frank Zalkow, Julia Zalkow, Christof Weiß, and Meinard Müller
    Classifying Leitmotifs in Recordings of Operas by Richard Wagner
    In Proceedings of the International Society for Music Information Retrieval Conference (ISMIR): 473–480, 2020. Details 
    @inproceedings{KrauseZZWM20_LeitmotifClassification_ISMIR,
author    = {Michael Krause and Frank Zalkow and Julia Zalkow and Christof Wei{\ss} and Meinard M{\"u}ller},
title     = {Classifying Leitmotifs in Recordings of Operas by {R}ichard {W}agner},
booktitle = {Proceedings of the International Society for Music Information Retrieval Conference ({ISMIR})},
address   = {Montr{\'{e}}al, Canada},
pages     = {473--480},
year      = {2020},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2020-ISMIR-LeitmotifClassification},
}
  11. Hendrik Schreiber, Frank Zalkow, and Meinard Müller
    Modeling and Estimating Local Tempo: A Case Study on Chopin's Mazurkas
    In Proceedings of the International Society for Music Information Retrieval Conference (ISMIR): 773–779, 2020. 
    @inproceedings{SchreiberZM20_LocalTempoChopin_ISMIR,
author    = {Hendrik Schreiber and Frank Zalkow and Meinard M{\"u}ller},
title     = {Modeling and Estimating Local Tempo: {A} Case Study on {C}hopin's Mazurkas},
booktitle = {Proceedings of the International Society for Music Information Retrieval Conference ({ISMIR})},
address   = {Montr{\'{e}}al, Canada},
pages     = {773--779},
year      = {2020},
}
  12. Frank Zalkow and Meinard Müller
    Using Weakly Aligned Score—Audio Pairs to Train Deep Chroma Models for Cross-Modal Music Retrieval
    In Proceedings of the International Society for Music Information Retrieval Conference (ISMIR): 184–191, 2020. PDF Details 
    @inproceedings{ZalkowMueller20_WeaklyAlignedCTC_ISMIR,
author    = {Frank Zalkow and Meinard M{\"u}ller},
title     = {Using Weakly Aligned Score--Audio Pairs to Train Deep Chroma Models for Cross-Modal Music Retrieval},
booktitle = {Proceedings of the International Society for Music Information Retrieval Conference ({ISMIR})},
address   = {Montr{\'{e}}al, Canada},
pages     = {184--191},
year      = {2020},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2020-ISMIR-ctc-chroma},
url-pdf    = {2020_ZalkowM_CTC_ISMIR.pdf}
}
  13. Frank Zalkow and Meinard Müller
    Learning Low-Dimensional Embeddings of Audio Shingles for Cross-Version Retrieval of Classical Music
    Applied Sciences, 10(1), 2020. PDF Details DOI 
    @article{ZalkowMueller20_Shingles_AppliedSciences,
author      = {Frank Zalkow and Meinard M{\"u}ller},
title       = {Learning Low-Dimensional Embeddings of Audio Shingles for Cross-Version Retrieval of Classical Music},
journal     = {Applied Sciences},
volume      = {10},
number      = {1},
year        = {2020},
doi         = {10.3390/app10010019},
url-details = {https://www.mdpi.com/2076-3417/10/1/19},
url-pdf     = {2020_ZalkowMueller_Shingles_AppliedSciences.pdf}
}
  14. Prachi Govalkar, Johannes Fischer, Frank Zalkow, and Christian Dittmar
    A Comparison of Recent Neural Vocoders for Speech Signal Reconstruction
    In Proceedings of the ISCA Speech Synthesis Workshop (SSW): 7–12, 2019. PDF Details DOI 
    @inproceedings{GovalkarFZD19_ComparisionVocoders_SSW,
author    = {Prachi Govalkar and Johannes Fischer and Frank Zalkow and Christian Dittmar},
title     = {A Comparison of Recent Neural Vocoders for Speech Signal Reconstruction},
booktitle = {Proceedings of the ISCA Speech Synthesis Workshop ({SSW})},
address   = {Vienna, Austria},
month     = {September},
year      = {2019},
doi       = {10.21437/SSW.2019-2},
url       = {http://dx.doi.org/10.21437/SSW.2019-2},
pages     = {7--12},
url-pdf   = {GovalkarFZD19_ComparisionVocoders_SSW.pdf},
url-details = {https://www.audiolabs-erlangen.de/resources/NLUI/2019-SSW-NeuralVocoders/}
}
  15. Meinard Müller and Frank Zalkow
    FMP Notebooks: Educational Material for Teaching and Learning Fundamentals of Music Processing
    In Proceedings of the International Conference on Music Information Retrieval (ISMIR): 573–580, 2019. PDF Details Presentation 
    @inproceedings{MuellerZ19_FMP_ISMIR,
author    = {Meinard M{\"u}ller and Frank Zalkow},
title     = {{FMP} Notebooks: Educational Material for Teaching and Learning Fundamentals of Music Processing},
booktitle = {Proceedings of the International Conference on Music Information Retrieval ({ISMIR})},
address   = {Delft, The Netherlands},
month     = {November},
year      = {2019},
pages     = {573--580},
url-pdf   = {2019_MuellerZalkow_FMP_ISMIR.pdf},
url-details = {https://www.audiolabs-erlangen.de/FMP},
url-presentation = {2019_poster_MuellerZalkow_FMP_ISMIR.pdf}
}
  16. Frank Zalkow, Stefan Balke, and Meinard Müller
    Evaluating Salience Representations for Cross-Modal Retrieval of Western Classical Music Recordings
    In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP): 331–335, 2019. PDF Details Presentation 
    @inproceedings{ZalkowBM19_SalienceRetrieval_ICASSP,
author      = {Frank Zalkow and Stefan Balke and Meinard M{\"u}ller},
title       = {Evaluating Salience Representations for Cross-Modal Retrieval of Western Classical Music Recordings},
booktitle   = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing ({ICASSP})},
address     = {Brighton, United Kingdom},
year        = {2019},
pages       = {331--335},
url         = {https://ieeexplore.ieee.org/document/8683609},
url-pdf     = {https://ieeexplore.ieee.org/document/8683609},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2019-ICASSP-BarlowMorgenstern/},
url-presentation = {2019_poster_ZalkowBM_SalienceThemeRetrieval_ICASSP.pdf}
}
  17. Frank Zalkow, Angel Villar Corrales, TJ Tsai, Vlora Arifi-Müller, and Meinard Müller
    Tools for Semi-Automatic Bounding Box Annotation of Musical Measures in Sheet Music
    In Demos and Late Breaking News of the International Society for Music Information Retrieval Conference (ISMIR), 2019. PDF Details Presentation 
    @inproceedings{2019_ZalkowVTAM_MeasureAnnotation_ISMIR-LBD,
author      = {Frank Zalkow and Angel Villar Corrales and TJ Tsai and Vlora Arifi-M{\"u}ller and Meinard M{\"u}ller},
title       = {Tools for Semi-Automatic Bounding Box Annotation of Musical Measures in Sheet Music},
booktitle   = {Demos and Late Breaking News of the International Society for Music Information Retrieval Conference ({ISMIR})},
address     = {Delft, The Netherlands},
year        = {2019},
url-pdf     = {2019_ZalkowVTAM_BoundingBox_ISMIR-LBD.pdf},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2019-ISMIR-LBD-Measures},
url-presentation = {2019_poster_ZalkowVTAM_BoundingBox_ISMIR-LBD.pdf}
}
  18. Frank Zalkow, Sebastian Rosenzweig, Johannes Graulich, Lukas Dietz, El Mehdi Lemnaouar, and Meinard Müller
    A Web-Based Interface for Score Following and Track Switching in Choral Music
    In Demos and Late Breaking News of the International Society for Music Information Retrieval Conference (ISMIR), 2018. PDF Details Presentation 
    @inproceedings{ZalkowRGDMM18_Carus_ISMIR-LBD,
author      = {Frank Zalkow and Sebastian Rosenzweig and Johannes Graulich and Lukas Dietz and El Mehdi Lemnaouar and Meinard M{\"u}ller},
title       = {A Web-Based Interface for Score Following and Track Switching in Choral Music},
booktitle   = {Demos and Late Breaking News of the International Society for Music Information Retrieval Conference ({ISMIR})},
address     = {Paris, Fance},
year        = {2018},
url-pdf     = {2018_ZalkowRGDMM_Carus_ISMIR-LBD.pdf},
url-details = {https://www.audiolabs-erlangen.de/resources/MIR/2018-ISMIR-LBD-Carus},
url-presentation = {2018_poster_ZalkowRGDMM_Carus_ISMIR-LBD.pdf}
}
  19. Frank Zalkow and Meinard Müller
    Vergleich von PCA- und Autoencoder-basierter Dimensionsreduktion von Merkmalssequenzen für die effiziente Musiksuche
    In Proceedings of the Deutsche Jahrestagung für Akustik (DAGA): 1526–1529, 2018. PDF Presentation 
    @inproceedings{ZalkowM18_VergleichAutoencoderPCA_DAGA,
author    = {Frank Zalkow and Meinard M{\"u}ller},
title     = {Vergleich von {PCA}- und {A}utoencoder-basierter {D}imensionsreduktion von {M}erkmalssequenzen f{\"u}r die effiziente {M}usiksuche},
booktitle = {Proceedings of the {D}eutsche {J}ahrestagung f{\"u}r {A}kustik ({DAGA})},
address   = {M{\"u}nchen, Germany},
year      = {2018},
pages     = {1526--1529},
url-pdf   = {ZalkowM18_VergleichAutoencoderPCA_DAGA.pdf},
url-presentation = {2018_presentation_ZalkowM_VergleichAutoencoderPCA_Daga.pdf}
}
  20. Meinard Müller, Helmut Hedwig, Frank Zalkow, and Stefan Popescu
    Constraint-Based Time-Scale Modification of Music Recordings for Noise Beautification
    Applied Sciences, 8(3), 2018. PDF Demo DOI 
    @article{MuellerHZP18_NoiseBeauty_AppliedSciences,
author  = {Meinard M{\"u}ller and Helmut Hedwig and Frank Zalkow and Stefan Popescu},
journal = {Applied Sciences},
title   = {Constraint-Based Time-Scale Modification of Music Recordings for Noise Beautification},
year    = {2018},
month   = {March},
volume  = {8},
number  = {3},
articlenumber = {436},
url-pdf  = {2018_MuellerHZP_NoiseBeauty_AppliedSciences_PrintedVersion.pdf},
url      = {http://www.mdpi.com/2076-3417/8/3/436},
url-demo = {https://www.audiolabs-erlangen.de/resources/MIR/2018-MRI-NoiseBeauty},
doi      = {10.3390/app8030436},
ISSN     = {2076-3417}
}
  21. Frank Zalkow, Christof Weiß, and Meinard Müller
    Exploring Tonal-Dramatic Relationships in Richard Wagner’s Ring Cycle
    In Proceedings of the International Conference on Music Information Retrieval (ISMIR): 642–648, 2017. PDF Presentation 
    @inproceedings{ZalkowWM17_WagnerHarmony_ISMIR,
author    = {Frank Zalkow and Christof Wei{\ss} and Meinard M{\"u}ller},
title     = {Exploring Tonal-Dramatic Relationships in Richard {W}agne{r’s} Ring Cycle},
booktitle = {Proceedings of the International Conference on Music Information Retrieval ({ISMIR})},
address   = {Suzhou, China},
year      = {2017},
pages     = {642--648},
url       = {https://ismir2017.smcnus.org/wp-content/uploads/2017/10/132_Paper.pdf},
url-pdf   = {ZalkowWM17_WagnerHarmony_ISMIR.pdf},
url-presentation = {2017_poster_ZalkowWM_Wagner_ISMIR.pdf}
}
  22. Christof Weiß, Frank Zalkow, Meinard Müller, Stephanie Klauk, and Rainer Kleinertz
    Versionsübergreifende Visualisierung harmonischer Verläufe: Eine Fallstudie zu Wagners Ring-Zyklus
    In Proceedings of the Jahrestagung der Gesellschaft für Informatik (GI): 205–217, 2017. DOI 
    @inproceedings{WeissZMKK17_WagnerRing_GI,
author    = {Christof Wei{\ss} and Frank Zalkow and Meinard M{\"u}ller and Stephanie Klauk and Rainer Kleinertz},
title     = {{V}ersions{\"u}bergreifende {V}isualisierung harmonischer {V}erl{\"a}ufe: {E}ine {F}allstudie zu {W}agners {R}ing-{Z}yklus},
booktitle = {Proceedings of the Jahrestagung der Gesellschaft f{\"u}r Informatik ({GI})},
address   = {Chemnitz, Germany},
year      = {2017},
pages     = {205--217},
url       = {https://dl.gi.de/handle/20.500.12116/3903},
doi       = {10.18420/in2017_14}
}
  23. Frank Zalkow, Christof Weiß, Thomas Prätzlich, Vlora Arifi-Müller, and Meinard Müller
    A Multi-Version Approach for Transferring Measure Annotations Between Music Recordings
    In Proceedings of the AES International Conference on Semantic Audio: 148–155, 2017. PDF DOI Presentation 
    @inproceedings{ZalkowWPAM17_MeasureTransfer_AES,
author    = {Frank Zalkow and Christof Wei{\ss} and Thomas Pr{\"a}tzlich and Vlora Arifi-M{\"u}ller and Meinard M{\"u}ller},
title     = {A Multi-Version Approach for Transferring Measure Annotations Between Music Recordings},
booktitle = {Proceedings of the {AES} International Conference on Semantic Audio},
pages     = {148--155},
address   = {Erlangen, Germany},
year      = {2017},
doi       = {10.17743/aesconf.2017.978-1-942220-15-2},
url       = {http://www.aes.org/e-lib/browse.cfm?elib=18772},
url-pdf   = {ZalkowWPAM17_MeasureTransfer_AES.pdf},
url-presentation = {2017_poster_ZalkowWPAM_Triple_AES.pdf}
}
  24. Stephanie Klauk and Frank Zalkow
    Das italienische Streichquartett im 18. Jahrhundert. Möglichkeiten der semiautomatisierten Stilanalyse
    In Bericht zur Jahrestagung der Gesellschaft für Musikforschung (GfM) 2015 in Halle/Saale, 2016. PDF Presentation 
    @inproceedings{KlaukZalkow16_Streichq_GfM,
author    = {Stephanie Klauk and Frank Zalkow},
title     = {{D}as italienische {S}treichquartett im 18. {J}ahrhundert. {M}öglichkeiten der semiautomatisierten {S}tilanalyse},
booktitle = {{B}ericht zur {J}ahrestagung der {G}esellschaft f{\"u}r {M}usikforschung ({GfM}) 2015 in Halle/Saale},
editor    = {Wolfgang Auhagen and Wolfgang Hirschmann},
publisher = {{S}chott {C}ampus},
address   = {Mainz, Germany},
year      = {2016},
url       = {http://schott-campus.com/das-italienische-streichquartett-im-18-jahrhundert},
url-pdf   = {http://schott-campus.com/wp-content/uploads/2016/09/klauk_zalkow_italienisches-streichquartett.pdf},
url-presentation = {2015_poster_KlaukZalkow_Streichq_GfM.pdf}
}
  25. Frank Zalkow, Stephan Brand, and Bejamin Graf
    Musical Style Modification as an Optimization Problem
    In Proceedings of the International Computer Music Conference Utrecht 2016: 206–211, 2016. PDF Presentation 
    @inproceedings{ZalkowBrandGraf16_StyleOpt_ICMC,
author    = {Frank Zalkow and Stephan Brand and Bejamin Graf},
title     = {{M}usical {S}tyle {M}odification as an {O}ptimization {P}roblem},
booktitle = {{P}roceedings of the {I}nternational {C}omputer {M}usic {C}onference {U}trecht 2016},
editor    = {Hans Timmermans},
publisher = {{HKU} {U}niversity of the {A}rts {U}trecht, {HKU} {M}usic and {T}echnology},
address   = {Utrecht, Netherlands},
year      = {2016},
pages     = {206--211},
url       = {http://hdl.handle.net/2027/spo.bbp2372.2016.041},
url-pdf   = {ZalkowBrandGraf16_StyleOpt_ICMC.pdf},
url-presentation = {2016_poster_ZalkowBrandGraf_StyleOpt_ICMC.pdf}
}
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