International Audio Laboratories Erlangen

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
  Homepage GitHub PyPi Article Book

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  PCP Notebooks: Preparation Course for Python
  Homepage GitHub

Python Packages and Toolboxes

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  libfmp: Python package for the FMP Notebooks
  GitHub

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  libsoni: Python package for sonifying music annotations and feature representations
  GitHub API Article

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  libnmfd: Python package for nonnegative matrix factor deconvolution (NMFD)
  GitHub API Article

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  synctoolbox: Python package called Sync Toolbox for music synchronization pipelines
  GitHub API Article

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  libtsm: Python toolbox for Time-Scale Modification (TSM) and Pitch-Shifting (DAFx 2021)
  GitHub API Website Demo Article

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  libf0: Python toolbox for F0-estimation approaches (ISMIR-LBD 2022)
  GitHub API Article

MATLAB Toolboxes

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  Tempogram Toolbox: MATLAB implementations for extracting tempo and pulse related audio representations (ISMIR 2011)
  Homepage Homepage: Mirror@MPII Article

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  Chroma Toolbox: MATLAB implementations for extracting pitch-based and chroma-based audio features (ISMIR 2011)
  Homepage Homepage: Mirror@MPII Article

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  TSM Toolbox: MATLAB implementations of time-scale modification (TSM) algorithms (DAFx 2014)
  Homepage Article

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  SM Toolbox: MATLAB implementations for computing and enhancing similarity matrices (AES 2014)
  Homepage Article

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  NMF Toolbox: MATLAB and Python implementations for nonnegative matrix factorization (NMF) (DAFx 2019)
  Homepage Article

Datasets

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  Beethoven Piano Sonata Dataset (BPSD): A Coherent Multi-Version Dataset for Analyzing the First Movements of Beethoven's Piano Sonatas (TISMIR 2024)
  Zenodo Article

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  Piano Concerto Dataset of AudioLabs (PCD-AL): Solo-Piano Recordings of AudioLabs with Created Orchestral Accompaniment (Beethoven, Mozart)
  Homepage

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  Piano Concerto Dataset (PCD): Multitrack Dataset of Piano Concertos (TISMIR 2024)
  Homepage Article

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  Larynx Singing Dataset: A Dataset of Larynx Microphone Recordings for Singing Voice Reconstruction (TISMIR 2024)
  Homepage Article

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  Wagner Ring Dataset (WRD): A Complex Opera Scenario for Music Processing and Computational Musicology (TISMIR 2023)
  Zenodo Article

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  Schubert Winterreise Dataset (SWD): Multimodal dataset for Franz Schubert's 24-song cycle Winterreise (ACM JOCCH 2021)
  Zenodo Article

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  Dagstuhl ChoirSet: Multitrack Dataset for MIR Research on Choral Singing (TISMIR 2020)
  Homepage Demo Zenodo GitHub mirdata Article

• Freischütz Digital Multitrack Dataset: Recordings (No. 06, 08, 09) of Weber's opera "Der Freischütz"
  Homepage Project

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  MTD: Multimodal Dataset of Musical Themes for MIR Research (TISMIR 2020)
  Homepage Demo Article

• Erkomaishvili Dataset: Curated Corpus of Traditional Georgian Vocal Music Recordings (TISMIR 2020)
  Homepage YouTube Demo Article

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  Zär Dataset: Field recordings of Georgian Funeral Songs (ACM JOCCH 2023)
  Homepage Videos Article

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  Tempo Estimation: Various datasets and research software for tempo estimation
  Homepage Thesis

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  Saarland Music Data (SMD): Recordings of Western classical music comprising two sub-collections
  Homepage Homepage: Mirror@MPII Article

  • SMD Western Music
    Homepage
  • SMD MIDI-Audio Piano Music
    Homepage
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  HDM05: Mocap database supplying free motion capture data (C3D, ASF/AMC)
  Homepage@MPII Article

Demos, Code, Data

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  A Basic Tutorial on Novelty and Activation Functions for Music Signal Processing
  GitHub Article

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  Multi-Aspect Conditioning for Diffusion-Based Music Synthesis
  Homepage Listening Test GitHub Article@GitHub

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  Performance Conditioning for Diffusion-Based Multi-Instrument Music Synthesis (ICASSP 2024)
  Homepage Article Article@arXiv

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  A Real-Time Approach for Estimating Pulse Tracking Parameters for Beat-Synchronous Audio Effects (DAFx 2024)
  Homepage Demo GitHub YouTube Article

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  A Real-Time Beat Tracking System with Zero Latency and Enhanced Controllability (TISMIR 2024)
  Homepage GitHub Article

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  Notewise Evaluation for Music Source Separation: A Case Study for Separated Piano Tracks (ISMIR 2024)
  Homepage Data GitHub

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  Source Separation of Piano Concertos Using Musically Motivated Augmentation Techniques (IEEE/ACM TASLP 2024)
  Homepage Data GitHub Article

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  A Cross-Version Approach to Audio Representation Learning for Orchestral Music (ISMIR 2023)
  Homepage GitHub

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  Weakly Supervised Multi-Pitch Estimation Using Cross-Version Alignment (ISMIR 2023)
  Homepage GitHub

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  Soft Dynamic Time Warping for Multi-Pitch Estimation and Beyond (ICASSP 2023)
  GitHub Article Article@arXiv

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  Hierarchical Classification for Instrument Activity Detection (IEEE/ACM TASLP 2023)
  Homepage Data Article

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  Source Separation of Piano Concertos with Test-Time Adaptation (ISMIR 2022)
  Homepage Article

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  An Analysis Method for Metrical-Level Switching in Beat Tracking (SPL 2022)
  GitHub Article Article@arXiv

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  Computer-Assisted Analysis of Field Recordings: A Case Study of Georgian Funeral Songs (ACM JOCCH 2023)
  Homepage Videos Dataset Article

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  Towards Leitmotif Activity Detection in Opera Recordings (TISMIR 2021)
  Leitmotif Dataset (20 Leitmotifs, 16 performances) of Wagner's Ring
  Homepage Data Article

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  Differentiable Intonation Cost Measure (ISMIR 2021)
  Homepage GitHub

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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
  Homepage Data Article

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  TuneIn: A Web-Based Interface for Practicing Choral Parts (ISMIR-LBD 2020)
  Homepage Article

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  MTD: A Multimodal Dataset of Musical Themes for MIR Research (TISMIR 2020)
  Homepage Demo: Themes Dataset Article

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  Efficient Retrieval of Music Recordings Using Graph-Based Index Structures (Signals 2021)
  GitHub Article

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  CTC-Based Learning for Cross-Modal Music Retrieval (ISMIR 2020, IEEE/ACM TASLP 2021)
  Homepage GitHub Article ISMIR Article TASLP

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  Dagstuhl ChoirSet: A Multitrack Dataset for MIR Research on Choral Singing (TISMIR 2020)
  Homepage Demo: Score-Following Dataset Zenodo GitHub Article

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  Erkomaishvili Dataset: Curated Corpus of Traditional Georgian Vocal Music Recordings (TISMIR 2020)
  Homepage Demo: Score-Following YouTube Dataset Article

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  Bounding Box Annotation Tool of Musical Measures in Sheet Music (ISMIR-LBD 2019)
  Homepage Demo: Score Following Article

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  Salience Representations for Cross-Modal Music Retrieval (ICASSP 2019)
  Homepage Example Article

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  Throat Microphones for Vocal Music Analysis (ISMIR-LBD 2018)
  Homepage Video: Example Article

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  Web-Based Interface for Score Following and Track Switching in Choral Music (ISMIR-LBD 2018)
  Homepage Demo: Score-Following Article

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  Break-Informed Audio Decomposition for Interactive Redrumming (ISMIR-LBD 2018)
  Homepage Article

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  Constraint-Based Time-Scale Modification of Music Recordings for Noise Beautification (Applied Sciences 2018)
  Homepage Article

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  A Review of Automatic Drum Transcription (IEEE/ACM TASLP 2018))
  Homepage Article

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  Unifying Local and Global Methods for Harmonic-Percussive Source Separation (ICASSP 2018)
  Homepage Article

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  Fundamental Frequency Annotations for Georgian Chant Recordings (AES 2017)
  Homepage Example Article

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  Finding Drum Breaks in Digital Music Recordings (CMMR 2017)
  Homepage Article

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  A Swingogram Representation for Tracking Micro-Rhythmic Variation in Jazz Performances (JNMR 2017)
  Homepage Article

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  The Opera as a Multimedia Scenario (GI 2017)
  Homepage Article

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  Web-Based Jazz Piano Education Tool (GI 2017)
  Homepage Article

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  Modeling and Decomposing Loop-Based Electronic Music (ISMIR 2016)
  Homepage Article

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  Cascaded Harmonic-Residual-Percussive Separation (AES 2017)
  Homepage Article

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  Deep Learning for Jazz Walking Bass Transcription (AES 2017)
  Homepage Article

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  Data-Driven Solo Voice Enhancement for Jazz Music Retrieval (ICASSP 2017)
  Homepage Article

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  Reverse Engineering the Amen Break (IEEE/ACM TASLP 2016)
  Homepage Article

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  Template–Based Vibrato Analysis of Music Signals (ISMIR 2016)
  Homepage Article

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  Harmonic–Percussive–Residual Separation Using the Structure Tensor (ICASSP 2016)
  Homepage Article

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  Music Structure Analysis for Schubert's "Die Winterreise" (2015)
  Homepage

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  Multitrack Single Microphone Switcher (ISMIR-LBD 2015)
  Homepage Article

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  Kernel Additive Modeling for Interference Reduction (ICASSP 2015)
  Homepage Article

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  Let it Bee – Towards NMF-inspired Audio Mosaicing (ISMIR 2015)
  Homepage Article

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  Cascading Audio Decomposition Techniques for Music Recordings (ICASSP 2015)
  Homepage Article

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  Extending Harmonic-Percussive Separation of Audio Signals (ISMIR 2014)
  Homepage Article

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  Time-Scale Modification Using Harmonic-Percussive Separation (IEEE SPL 2014)
  Homepage Article

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  Score-Informed Audio Decomposition and Applications (ACM-MM 2013)
  Homepage Article

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  Score-Informed Constraints For NMF-Based Source Separation (ICASSP 2012)
  Homepage: MPII Article

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  Music Synchronization for RWC Music Database (Classical Music)
  Homepage Homepage: Mirror@MPII Article

Further Resources