Resources: Code, Data, Demos
On this website you can find an overview of source code, data sets, and demos that have been made publicly available by my research group and our partners.
Educational Material and Courses
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FMP Notebooks: Python Notebooks for Fundamentals of Music Processing
HomepageGitHubPyPiArticleBook -
PCP Notebooks: Preparation Course for Python
HomepageGitHub
Python Packages and Toolboxes
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libfmp: Python package for the FMP Notebooks
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synctoolbox: Python package called Sync Toolbox for music synchronization pipelines
GitHubAPIArticle -
libtsm: Python toolbox for Time-Scale Modification (TSM) and Pitch-Shifting (DAFx 2021)
GitHubAPIWebsiteDemoArticle -
libf0: Python toolbox for F0-estimation approaches (ISMIR-LBD 2022)
GitHubAPIArticle -
NMF Toolbox: Python implementations for MIR applications of nonnegative matrix factorization (NMF)
HomepageArticle
MATLAB Toolboxes
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Tempogram Toolbox: MATLAB implementations for extracting tempo and pulse related audio representations (ISMIR 2011)
HomepageHomepage: Mirror@MPIIArticle -
Chroma Toolbox: MATLAB implementations for extracting pitch-based and chroma-based audio features (ISMIR 2011)
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TSM Toolbox: MATLAB implementations of time-scale modification (TSM) algorithms (DAFx 2014)
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SM Toolbox: MATLAB implementations for computing and enhancing similarity matrices (AES 2014)
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NMF Toolbox: MATLAB implementations for nonnegative matrix factorization (NMF) (DAFx 2019)
HomepageArticle
Datasets
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Schubert Winterreise Dataset (SWD): Multimodal dataset for Franz Schubert's 24-song cycle Winterreise
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Dagstuhl ChoirSet: Multitrack Dataset for MIR Research on Choral Singing
HomepageDemoZenodoGitHubmirdataArticle
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Freischütz Digital Multitrack Dataset: Recordings (No. 06, 08, 09) of Weber's opera "Der Freischütz"
HomepageProject -
MTD: Multimodal Dataset of Musical Themes for MIR Research
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Erkomaishvili Dataset: Curated Corpus of Traditional Georgian Vocal Music Recordings
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Zär Dataset: Field recordings of Georgian Funeral Songs
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Tempo Estimation: Various datasets and research software for tempo estimation
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Saarland Music Data (SMD): Recordings of Western classical music comprising two sub-collections
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HDM05: Mocap database supplying free motion capture data (C3D, ASF/AMC)
Homepage@MPIIArticle
Demos, Code, Data
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A Cross-Version Approach to Audio Representation Learning for Orchestral Music (ISMIR 2023)
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Weakly Supervised Multi-Pitch Estimation Using Cross-Version Alignment (ISMIR 2023)
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Soft Dynamic Time Warping for Multi-Pitch Estimation and Beyond (ICASSP 2023)
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Hierarchical Classification for Instrument Activity Detection (IEEE/ACM TASLP 2023)
HomepageDataArticle -
An Analysis Method for Metrical-Level Switching in Beat Tracking (SPL 2022)
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Computer-Assisted Analysis of Field Recordings: A Case Study of Georgian Funeral Songs (JOCCH 2022)
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Towards Leitmotif Activity Detection in Opera Recordings (TISMIR 2021)
Leitmotif Dataset (20 Leitmotifs, 16 performances) of Wagner's Ring
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Differentiable Intonation Cost Measure (ISMIR 2021)
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Classifying Leitmotifs in Recordings of Operas by Richard Wagner (ISMIR 2020)
Leitmotif Dataset (10 Leitmotifs, 16 performances) of Wagner's Ring
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TuneIn: A Web-Based Interface for Practicing Choral Parts (ISMIR-LBD 2020)
HomepageArticle -
MTD: A Multimodal Dataset of Musical Themes for MIR Research (TISMIR 2020)
HomepageDemo: ThemesDatasetArticle -
Efficient Retrieval of Music Recordings Using Graph-Based Index Structures (Signals 2021)
GitHubArticle -
CTC-Based Learning for Cross-Modal Music Retrieval (ISMIR 2020, IEEE/ACM TASLP 2021)
HomepageGitHubArticle ISMIRArticle TASLP -
Dagstuhl ChoirSet: A Multitrack Dataset for MIR Research on Choral Singing (TISMIR 2020)
HomepageDemo: Score-FollowingDatasetZenodoGitHubArticle -
Erkomaishvili Dataset: Curated Corpus of Traditional Georgian Vocal Music Recordings (TISMIR 2020)
HomepageDemo: Score-FollowingYouTubeDatasetArticle -
Bounding Box Annotation Tool of Musical Measures in Sheet Music (ISMIR-LBD 2019)
HomepageDemo: Score FollowingArticle -
Salience Representations for Cross-Modal Music Retrieval (ICASSP 2019)
HomepageExampleArticle -
Throat Microphones for Vocal Music Analysis (ISMIR-LBD 2018)
HomepageVideo: ExampleArticle -
Web-Based Interface for Score Following and Track Switching in Choral Music (ISMIR-LBD 2018)
HomepageDemo: Score-FollowingArticle -
Break-Informed Audio Decomposition for Interactive Redrumming (ISMIR-LBD 2018)
HomepageArticle -
Constraint-Based Time-Scale Modification of Music Recordings for Noise Beautification (Applied Sciences 2018)
HomepageArticle -
A Review of Automatic Drum Transcription (IEEE/ACM TASLP 2018))
HomepageArticle -
Unifying Local and Global Methods for Harmonic-Percussive Source Separation (ICASSP 2018)
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Fundamental Frequency Annotations for Georgian Chant Recordings (AES 2017)
HomepageExampleArticle -
Finding Drum Breaks in Digital Music Recordings (CMMR 2017)
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A Swingogram Representation for Tracking Micro-Rhythmic Variation in Jazz Performances (JNMR 2017)
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The Opera as a Multimedia Scenario (GI 2017)
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Web-Based Jazz Piano Education Tool (GI 2017)
HomepageArticle -
Modeling and Decomposing Loop-Based Electronic Music (ISMIR 2016)
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Cascaded Harmonic-Residual-Percussive Separation (AES 2017)
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Deep Learning for Jazz Walking Bass Transcription (AES 2017)
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Data-Driven Solo Voice Enhancement for Jazz Music Retrieval (ICASSP 2017)
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Reverse Engineering the Amen Break (IEEE/ACM TASLP 2016)
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Template–Based Vibrato Analysis of Music Signals (ISMIR 2016)
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Harmonic–Percussive–Residual Separation Using the Structure Tensor (ICASSP 2016)
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Music Structure Analysis for Schubert's "Die Winterreise" (2015)
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Multitrack Single Microphone Switcher (ISMIR-LBD 2015)
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Kernel Additive Modeling for Interference Reduction (ICASSP 2015)
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Let it Bee – Towards NMF-inspired Audio Mosaicing (ISMIR 2015)
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Cascading Audio Decomposition Techniques for Music Recordings (ICASSP 2015)
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Extending Harmonic-Percussive Separation of Audio Signals (ISMIR 2014)
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Time-Scale Modification Using Harmonic-Percussive Separation (IEEE SPL 2014)
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Score-Informed Audio Decomposition and Applications (ACM-MM 2013)
HomepageArticle -
Score-Informed Constraints For NMF-Based Source Separation (ICASSP 2012)
Homepage: MPIIArticle -
Music Synchronization for RWC Music Database (Classical Music)
HomepageHomepage: Mirror@MPIIArticle