Fraunhofer Institute for Digital Media Technology IDMT- 09/2014
defended PhD thesis entitled "Automatic Transcription of Bass Guitar Tracks applied for Music Genre Classification and Sound Synthesis" - 05/2010-08/2010
Research stay as visiting PhD student, Finnish Centre of Excellence in Interdisciplinary Music Research, University of Jyväskylä, Finland - since 10/2008
PhD student, Fraunhofer Institute for Digital Media Technology IDMT, Germany - 09/2005-02/2006
Semester abroad, Université Paul Verlain, Metz, France - 10/2002-09/2008
Computer Engineering (Ingenieurinformatik) studies, University of Technology Ilmenau - 06/2001
Abitur, Goetheschule Ilmenau, Staatliches Gymnasium, Ilmenau
Dr.-Ing. Jakob Abeßer
Tabbed contents
Short Bio
Research Interests
- Automatic Music Transcription
- Transcription-based Analysis of Instrument Tracks
- Instrument Recognition
- Music Performance Analysis
Publications
| Year | Title/Author | Document Type |
|---|---|---|
| 2021 | DESED-FL and URBAN-FL: Federated Learning Datasets for Sound Event Detection
Johnson, David S.; Lorenz, Wolfgang; Taenzer, Michael; Mimilakis, Stylianos; Grollmisch, Sascha; Abeßer, Jakob; Lukashevich, Hanna | Preprint |
| 2021 | Informing Piano Multi-Pitch Estimation with Inferred Local Polyphony Based on Convolutional Neural Networks
Taenzer, Michael; Mimilakis, Stylianos I.; Abeßer, Jakob | Journal Article |
| 2021 | Jazz Bass Transcription Using a U-Net Architecture
Abeßer, J.; Müller, M. | Journal Article |
| 2021 | Towards Deep Learning Strategies for Transcribing Electroacoustic Music
Nowakowski, M.; Weiß, C.; Abeßer, J. | Conference Paper |
| 2020 | Cross-Version Singing Voice Detection in Opera Recordings: Challenges for Supervised Learning
Mimilakis, Stylianos Ioannis; Weiss, Christof; Arifi-Müller, Vlora; Abeßer, Jakob; Müller, Meinard | Conference Paper |
| 2020 | IAEO3 - Combining OpenL3 Embeddings and Interpolation Autoencoder for Anomalous Sound Detection: Technical Report at DCASE 2020, Challenge, 5th Workshop on Detection and Classification of Acoustic Scenes and Events, Task 2: Unsupervised Detection of Anomalous Sounds for Machine Condition MonitoringNovember 2-4 2020, virtually, (http://dcase.community/challenge2020/task-unsupervised-detection-of-anomalous-sounds-results)
Grollmisch, Sascha; Johnson, David; Abeßer, Jakob; Lukashevich, Hanna | Presentation |
| 2020 | Identifikation urbaner Geräuschquellen mittels maschineller Lernverfahren
Clauß, T.; Abeßer, J. | Journal Article |
| 2020 | A Review of Deep Learning Based Methods for Acoustic Scene Classification
Abeßer, Jakob | Journal Article |
| 2020 | A Study on Spoken Language Identification Using Deep Neural Networks
Draghici, Alexandra; Abeßer, Jakob; Lukashevich, Hanna | Conference Paper |
| 2019 | Fundamental Frequency Contour Classification: A Comparison Between Hand-Crafted and CNN-Based Features
Abeßer, Jakob; Müller, Meinard | Conference Paper |
| 2019 | Investigating CNN-based Instrument Family Recognition for Western Classical Music Recordings
Taenzer, Michael; Abeßer, Jakob; Mimilakis, Stylianos I.; Weiss, Christof; Müller, Meinard; Lukashevich, Hanna | Conference Paper |
| 2019 | Smart Solutions to Cope with Urban Noise Pollution
Abeßer, Jakob; Kepplinger, Sara | Journal Article |
| 2019 | Sounding Industry: Challenges and Datasets for Industrial Sound Analysis
Grollmisch, Sascha; Abeßer, Jakob; Liebetrau, Judith; Lukashevich, Hanna | Conference Paper |
| 2019 | Towards CNN-based Acoustic Modeling of Seventh Chords for Automatic Chord Recognition
Nadar, Christon-Ragavan; Abeßer, Jakob; Grollmisch, Sascha | Conference Paper |
| 2018 | Computational Corpus Analysis: A Case Study on Jazz Solos
Weiß, Christof; Balke, Stefan; Abeßer, Jakob; Müller, Meinard | Conference Paper |
| 2018 | A Distributed Sensor Network for Monitoring Noise Level and Noise Sources in Urban Environments
Abeßer, Jakob; Götze, Marco; Kühnlenz, Stephanie; Gräfe, Robert; Kühn, Christian; Clauß, Tobias; Lukashevich, Hanna | Conference Paper |
| 2018 | Improving Bass Saliency Estimation using Label Propagation and Transfer Learning
Abeßer, Jakob; Balke, Stefan; Müller, Meinard | Conference Paper |
| 2018 | Jazz Solo Instrument Classification with Convolutional Neural Networks, Source Separation, and Transfer Learning
Gomez, Juan S.; Abeßer, Jakob; Cano, Estefanía | Conference Paper |
| 2018 | Music Technology and Education
Cano, E.; Dittmar, C.; Abeßer, J.; Kehling, C.; Grollmisch, S. | Book Article |
| 2018 | Stadtlärm - a distributed system for noise level measurement and noise source identification in a smart city environment
Clauß, Tobias; Abeßer, Jakob; Lukashevich, Hanna; Gräfe, Robert; Häuser, Franz; Kühn, Christian; Sporer, Thomas | Conference Paper |
| 2017 | Acoustic scene classification by combining autoencoder-based dimensionality reduction and convolutional neural networks
Abeßer, Jakob; Mimilakis, Stylianos-Ioannis; Gräfe, Robert; Lukashevich, Hanna | Conference Paper |
| 2017 | Data-driven solo voice enhancement for jazz music retrieval
Balke, Stefan; Dittmar, Christian; Abeßer, Jakob; Müller, Meinard | Conference Paper |
| 2017 | Deep learning for jazz walking bass transcription
Abeßer, Jakob; Balke, Stefan; Frieler, Klaus; Pfleiderer, Martin; Müller, Meinard | Conference Paper |
| 2017 | Inside the Jazzomat. New Perspectives for Jazz Research
Pfleiderer, Martin; Frieler, Klaus; Abeßer, Jakob; Zaddach, Wolf-Georg; Burkhart, Benjamin | Scientific Anthology |
| 2017 | Instrument-centered music transcription of solo bass guitar recordings
Abeßer, Jakob; Schuller, Gerald | Journal Article |
| 2017 | Score-informed analysis of tuning, intonation, pitch modulation, and dynamics in jazz solos
Abeßer, Jakob; Frieler, Klaus; Cano, Estefanía; Pfleiderer, Martin; Zaddach, Wolf-Georg | Journal Article |
| 2016 | Automatic best take detection for electric guitar and vocal studio recordings
Bönsel, Carsten; Abeßer, Jakob; Grollmisch, Sascha; Mimilakis, Stylianos-Ioannis | Conference Paper |
| 2016 | Midlevel analysis of monophonic jazz solos: A new approach to the study of improvisation
Frieler, Klaus; Pfleiderer, Martin; Zaddach, Wolf-Georg; Abeßer, Jakob | Journal Article |
| 2016 | New sonorities for jazz recordings: Separation and mixing using deep neural networks
Mimilakis, Stylianos-Ioannis; Cano, Estefanía; Abeßer, Jakob; Schuller, Gerald | Conference Paper |
| 2016 | Towards evaluating multiple predominant melody annotations in jazz recordings
Balke, Stefan; Driedger, Jonathan; Abeßer, Jakob; Dittmar, Christian; Müller, Meinard | Conference Paper |
| 2015 | New sonorities for early jazz recordings using sound source separation and automatic mixing tools
Matz, Daniel; Cano, Estefanía; Abeßer, Jakob | Conference Paper |
| 2015 | Parameter extraction for bass guitar sound models including playing styles
Schuller, Gerald; Abeßer, Jakob; Kehling, Christian | Conference Paper |
| 2015 | Score-informed analysis of intonation and pitch modulation in jazz solos
Abeßer, Jakob; Cano, Estefanía; Frieler, Klaus; Pfleiderer, Martin; Zaddach, Wolf-Georg | Conference Paper |
| 2014 | Automatic competency assessment of rhythm performances of ninth-grade and tenth-grade pupils
Abeßer, J.; Hasselhorn, J.; Grollmisch, S.; Dittmar, C.; Lehmann, A. | Conference Paper |
| 2014 | Automatic style classification of jazz records with respect to rhythm, tempo, and tonality
Eppler, Arndt; Männchen, Andreas; Abeßer, Jakob; Weiss, Christof; Frieler, Klaus | Conference Paper |
| 2014 | Automatic tablature transcription of electric guitar recordings by estimation of score- and instrument-related parameters
Kehling, Christian; Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald | Conference Paper |
| 2014 | Dynamics in jazz improvisation - score-informed estimation and contextual analysis of tone intensities in trumpet and saxophone solos
Abeßer, Jakob; Cano, Estefanía; Frieler, Klaus; Pfleiderer, Martin | Conference Paper |
| 2014 | Exploring phrase form structures. Pt.II: Monophonic jazz solos
Frieler, Klaus; Zaddach, Wolf-Georg; Abeßer, Jakob | Conference Paper |
| 2014 | A GMM Approach to Singing Language Identification
Kruspe, Anna M.; Abeßer, Jakob; Dittmar, Christian | Conference Paper |
| 2014 | Instrument-centered music transcription of bass guitar tracks
Abeßer, J.; Schuller, G. | Conference Paper |
| 2014 | A multiple-expert framework for instrument recognition
Grasis, M.; Abeßer, J.; Dittmar, C.; Lukashevich, H. | Conference Paper |
| 2014 | Score-informed tracking and contextual analysis of fundamental frequency contours in trumpet and saxophone jazz solos
Abeßer, Jakob; Pfleiderer, Martin; Frieler, Klaus; Zaddach, Wolf-Georg | Conference Paper |
| 2013 | Automatic quality assessment of vocal and instrumental performances of ninth-grade and tenth-grade pupils
Abeßer, Jakob; Hasselhorn, Johannes; Dittmar, Christian; Lehmann, Andreas; Grollmisch, Sascha | Conference Paper |
| 2013 | Automatic string detection for bass guitar and electric guitar
Abeßer, J. | Conference Paper |
| 2013 | Introducing the Jazzomat project - Jazz solo analysis using music information retrieval methods
Abeßer, Jakob; Frieler, Klaus; Pfleiderer, Martin; Zaddach, Wolf-Georg | Conference Paper |
| 2013 | Introducing the Jazzomat project and the MeloPy library
Frieler, Klaus; Pfleiderer, Martin; Abeßer, Jakob; Zaddach, Wolf-Georg | Conference Paper |
| 2013 | A multiple-expert framework for instrument recognition
Grasis, Mikus; Abeßer, Jakob; Dittmar, Christian; Lukashevich, Hanna | Conference Paper |
| 2013 | Parametric audio coding of bass guitar recordings using a tuned physical modeling algorithm
Abeßer, Jakob; Kramer, Patrick; Dittmar, Christian; Schuller, Gerald | Conference Paper |
| 2013 | Real-time guitar string detection for music education software
Dittmar, Christian; Männchen, Andreas; Abeßer, Jakob | Conference Paper |
| 2013 | Towards coarse-scale event detection in music
Kruspe, Anna M.; Abeßer, Jakob; Dittmar, Christian | Conference Paper |
| 2012 | Automatic and Manual Annotation of Time-Varying Perceptual Properties in Movie Soundtracks
Dhandhania, Vedant; Abeßer, Jakob; Kruspe, Anna; Großmann, Holger | Conference Paper |
| 2012 | Automatic singing assessment of pupil performances
Dittmar, Christian; Abeßer, Jakob; Grollmisch, Sascha; Hasselhorn, Johannes; Lehmann, Andreas | Conference Paper |
| 2012 | Automatic string detection for bass guitar and electric guitar
Abeßer, Jakob | Conference Paper |
| 2012 | Classification of music genres based on repetitive basslines
Abeßer, Jakob; Lukashevich, Hanna; Bräuer, Paul | Journal Article |
| 2012 | A digital waveguide model of the electric bass guitar including different playing techniques
Kramer, Patrick; Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald | Conference Paper |
| 2012 | Improved music similarity computation based on tone objects
Krasser, Johannes; Abeßer, Jakob; Großmann, H.; Dittmar, C.; Cano, E. | Conference Paper |
| 2012 | Music information retrieval meets music education
Dittmar, Christian; Cano, Estefanía; Abeßer, Jakob; Grollmisch, Sascha | Book Article |
| 2012 | Towards cross-modal search and synchronization of music and video streams
Großmann, Holger; Kruspe, Anna; Abeßer, Jakob; Lukashevich, Hanna | Conference Paper |
| 2011 | Artist filtering for non-western music classification
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob | Conference Paper |
| 2011 | Automatic classification of musical pieces into global cultural areas
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob; Großmann, Holger; Dittmar, Christian | Conference Paper |
| 2011 | Automatic recognition and parametrization of frequency modulation techniques in bass guitar recordings
Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald | Conference Paper |
| 2011 | Modeling musical attributes to characterize ensemble recordings using rhythmic audio features
Abeßer, Jakob; Lartillot, Oliver; Dittmar, Christian; Eerola, Tuomas; Schuller, Gerald | Conference Paper |
| 2011 | Modelling musical attributes to characterize two-track recordings with bass and drums
Abeßer, Jakob; Lartillot, Oliver | Conference Paper |
| 2011 | Rule-based classification of musical genres from a global cultural background
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Bräuer, Paul; Krause, Fabienne | Conference Paper |
| 2011 | Songs2See and GlobalMusic2One: Two applied research projects in music information retrieval at Fraunhofer IDMT
Dittmar, Christian; Großmann, Holger; Cano, Estefania; Grollmisch, Sascha; Lukashevich, Hanna; Abeßer, Jakob | Conference Paper |
| 2010 | Automatic Detection of Audio Effects in Guitar and Bass Recordings
Stein, M.; Abeßer, J.; Dittmar, C.; Schuller, G. | Conference Paper |
| 2010 | Automatic genre classification of Latin American music using characteristic rhythmic patterns
Völkel, Thomas; Abeßer, Jakob; Dittmar, Christian; Großmann, Holger | Conference Paper |
| 2010 | Automatic Recognition of Tonal Instruments in Polyphonic Music from different Cultural Backgrounds
Kahl, M.; Abeßer, J.; Dittmar, C.; Großmann, H. | Conference Paper |
| 2010 | Bass Playing Style Detection based on High-Level Features and Pattern Similarity
Abeßer, Jakob; Bräuer, Paul; Lukashevich, Hanna; Schuller, Gerald | Conference Paper |
| 2010 | Drumloop Separation using adaptive Spectrogram Templates
Dittmar, C.; Abeßer, J.; Gärtner, D. | Conference Paper |
| 2010 | Feature-based extraction of plucking and expression styles of the electric bass guitar
Abeßer, Jakob; Lukashevich, Hanna; Schuller, Gerald | Conference Paper |
| 2009 | From multi-labeling to multi-domain-labeling: A novel two-dimensional approach to music genre classification
Lukashevich, Hanna; Abeßer, Jakob; Dittmar, Christian; Großmann, Holger | Conference Paper |
| 2009 | Genre classification using bass-related high-level features and playing styles
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Schuller, Gerald | Conference Paper |
| 2009 | Music search and recommendation
Brandenburg, Karlheinz; Dittmar, Christian; Gruhne, Matthias; Abeßer, Jakob; Lukashevich, Hanna; Dunker, Peter; Gärtner, D.; Wolter, Kay; Nowak, Stefanie; Großmann, Holger | Book Article |
| 2008 | Automatic genre and artist classification by analyzing improvised solo parts from musical recordings
Abeßer, J.; Dittmar, C.; Großmann, H. | Conference Paper |
| 2008 | Automatic music transcription with user interaction
Dittmar, C.; Abesser, J. | Conference Paper |