Dr.-Ing. Jakob Abeßer

  • 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

  • Automatic Music Transcription
  • Transcription-based Analysis of Instrument Tracks
  • Instrument Recognition
  • Music Performance Analysis

Jahr
Year
Titel/Autor:in
Title/Author
Publikationstyp
Publication Type
2022 Construction-sAIt: Multi-modal AI-driven technologies for construction site monitoring
Abeßer, Jakob; Loos, Alexander; Sharma, Prachi
Konferenzbeitrag
Conference Paper
2022 Potentials and Challenges of AI-based Audio Analysis in Industrial Sound Analysis
Gourishetti, Saichand; Grollmisch, Sascha; Abeßer, Jakob; Liebetrau, Judith
Konferenzbeitrag
Conference Paper
2022 Multi-input Architecture and Disentangled Representation Learning for Multi-dimensional Modeling of Music Similarity
Ribecky, Sebastian; Abeßer, Jakob; Lukashevich, Hanna
Zeitschriftenaufsatz
Journal Article
2022 Analyzing Bird and Bat Activity in Agricultural Environments using AI-driven Audio Monitoring
Abeßer, Jakob; Wang, Xiaoyi; Bänsch, Svenja; Scherber, Christoph; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2022 Classifying Sounds in Polyphonic Urban Sound Scenes
Abeßer, Jakob
Zeitschriftenaufsatz
Journal Article
2021 A Benchmark Dataset to Study Microphone Mismatch Conditions for Piano Multipitch Estimation on Mobile Devices
Abeßer, Jakob; Bittner, Franca; Richter, Maike; Gonzalez Rodriguez, Marcel; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2021 Predominant Jazz Instrument Recognition. Empirical Studies on Neural Network Architectures
Abeßer, Jakob; Chauhan, Jaydeep; Pillai, Prateek Pradeep; Taenzer, Michael; Mimilakis, Stylianos I.
Konferenzbeitrag
Conference Paper
2021 Verfahren und Vorrichtung zur Erkennung von akustischen Anomalien
Abeßer, Jakob
Patent
2021 Investigating the influence of microphone mismatch for acoustic traffic monitoring
Gourishetti, Saichand; Abeßer, Jakob; Grollmisch, Sascha; Kátai, András; Liebetrau, Judith
Konferenzbeitrag
Conference Paper
2021 Towards Deep Learning Strategies for Transcribing Electroacoustic Music
Nowakowski, M.; Weiß, C.; Abeßer, J.
Konferenzbeitrag
Conference Paper
2021 IDMT-Traffic: An Open Benchmark Dataset for Acoustic Traffic Monitoring Research
Abeßer, Jakob; Gourishetti, Saichand; Kátai, András; Clauß, Tobias; Sharma, Prachi; Liebetrau, Judith
Konferenzbeitrag
Conference Paper
2021 Jazz Bass Transcription Using a U-Net Architecture
Abeßer, J.; Müller, M.
Zeitschriftenaufsatz
Journal Article
2021 Informing Piano Multi-Pitch Estimation with Inferred Local Polyphony Based on Convolutional Neural Networks
Taenzer, Michael; Mimilakis, Stylianos I.; Abeßer, Jakob
Zeitschriftenaufsatz
Journal Article
2021 Deep Learning-Based Music Instrument Recognition. Exploring Learned Feature Representations
Taenzer, Michael; Mimilakis, Stylianos I.; Abeßer, Jakob
Konferenzbeitrag
Conference Paper
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
Vortrag
Presentation
2020 IAEO3 - Combining OpenL3 Embeddings and Interpolation Autoencoder for Anomalous Sound Detection
Grollmisch, Sascha; Johnson, David; Abeßer, Jakob; Lukashevich, Hanna
Vortrag
Presentation
2020 A Review of Deep Learning Based Methods for Acoustic Scene Classification
Abeßer, Jakob
Zeitschriftenaufsatz
Journal Article
2020 A Study on Spoken Language Identification Using Deep Neural Networks
Draghici, Alexandra; Abeßer, Jakob; Lukashevich, Hanna
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2020 Identifikation urbaner Geräuschquellen mittels maschineller Lernverfahren
Clauß, T.; Abeßer, J.
Zeitschriftenaufsatz
Journal Article
2019 Towards CNN-based Acoustic Modeling of Seventh Chords for Automatic Chord Recognition
Nadar, Christon-Ragavan; Abeßer, Jakob; Grollmisch, Sascha
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2019 Sounding Industry: Challenges and Datasets for Industrial Sound Analysis
Grollmisch, Sascha; Abeßer, Jakob; Liebetrau, Judith; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2019 Smart Solutions to Cope with Urban Noise Pollution
Abeßer, Jakob; Kepplinger, Sara
Zeitschriftenaufsatz
Journal Article
2019 Fundamental Frequency Contour Classification: A Comparison Between Hand-Crafted and CNN-Based Features
Abeßer, Jakob; Müller, Meinard
Konferenzbeitrag
Conference Paper
2018 Computational Corpus Analysis: A Case Study on Jazz Solos
Weiß, Christof; Balke, Stefan; Abeßer, Jakob; Müller, Meinard
Konferenzbeitrag
Conference Paper
2018 Music Technology and Education
Cano, E.; Dittmar, C.; Abeßer, J.; Kehling, C.; Grollmisch, S.
Aufsatz in Buch
Book Article
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
Konferenzbeitrag
Conference Paper
2018 Improving Bass Saliency Estimation using Label Propagation and Transfer Learning
Abeßer, Jakob; Balke, Stefan; Müller, Meinard
Konferenzbeitrag
Conference Paper
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
Konferenzbeitrag
Conference Paper
2018 Jazz Solo Instrument Classification with Convolutional Neural Networks, Source Separation, and Transfer Learning
Gomez, Juan S.; Abeßer, Jakob; Cano, Estefanía
Konferenzbeitrag
Conference Paper
2017 Deep learning for jazz walking bass transcription
Abeßer, Jakob; Balke, Stefan; Frieler, Klaus; Pfleiderer, Martin; Müller, Meinard
Konferenzbeitrag
Conference Paper
2017 Inside the Jazzomat. New Perspectives for Jazz Research
Sammelband
Anthology
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
Zeitschriftenaufsatz
Journal Article
2017 Instrument-centered music transcription of solo bass guitar recordings
Abeßer, Jakob; Schuller, Gerald
Zeitschriftenaufsatz
Journal Article
2017 Acoustic scene classification by combining autoencoder-based dimensionality reduction and convolutional neural networks
Abeßer, Jakob; Mimilakis, Stylianos-Ioannis; Gräfe, Robert; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2017 Data-driven solo voice enhancement for jazz music retrieval
Balke, Stefan; Dittmar, Christian; Abeßer, Jakob; Müller, Meinard
Konferenzbeitrag
Conference Paper
2016 Automatic best take detection for electric guitar and vocal studio recordings
Bönsel, Carsten; Abeßer, Jakob; Grollmisch, Sascha; Mimilakis, Stylianos-Ioannis
Konferenzbeitrag
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
Zeitschriftenaufsatz
Journal Article
2016 New sonorities for jazz recordings: Separation and mixing using deep neural networks
Mimilakis, Stylianos-Ioannis; Cano, Estefanía; Abeßer, Jakob; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2016 Towards evaluating multiple predominant melody annotations in jazz recordings
Balke, Stefan; Driedger, Jonathan; Abeßer, Jakob; Dittmar, Christian; Müller, Meinard
Konferenzbeitrag
Conference Paper
2015 Parameter extraction for bass guitar sound models including playing styles
Schuller, Gerald; Abeßer, Jakob; Kehling, Christian
Konferenzbeitrag
Conference Paper
2015 New sonorities for early jazz recordings using sound source separation and automatic mixing tools
Matz, Daniel; Cano, Estefanía; Abeßer, Jakob
Konferenzbeitrag
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
Konferenzbeitrag
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
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2014 A multiple-expert framework for instrument recognition
Grasis, M.; Abeßer, J.; Dittmar, C.; Lukashevich, H.
Konferenzbeitrag
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
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2014 Instrument-centered music transcription of bass guitar tracks
Abeßer, J.; Schuller, G.
Konferenzbeitrag
Conference Paper
2014 Exploring phrase form structures. Pt.II: Monophonic jazz solos
Frieler, Klaus; Zaddach, Wolf-Georg; Abeßer, Jakob
Konferenzbeitrag
Conference Paper
2014 A GMM Approach to Singing Language Identification
Kruspe, Anna M.; Abeßer, Jakob; Dittmar, Christian
Konferenzbeitrag
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.
Konferenzbeitrag
Conference Paper
2013 Parametric audio coding of bass guitar recordings using a tuned physical modeling algorithm
Abeßer, Jakob; Kramer, Patrick; Dittmar, Christian; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2013 Introducing the Jazzomat project - Jazz solo analysis using music information retrieval methods
Abeßer, Jakob; Frieler, Klaus; Pfleiderer, Martin; Zaddach, Wolf-Georg
Konferenzbeitrag
Conference Paper
2013 Automatic string detection for bass guitar and electric guitar
Abeßer, J.
Konferenzbeitrag
Conference Paper
2013 Introducing the Jazzomat project and the MeloPy library
Frieler, Klaus; Pfleiderer, Martin; Abeßer, Jakob; Zaddach, Wolf-Georg
Konferenzbeitrag
Conference Paper
2013 Towards coarse-scale event detection in music
Kruspe, Anna M.; Abeßer, Jakob; Dittmar, Christian
Konferenzbeitrag
Conference Paper
2013 A multiple-expert framework for instrument recognition
Grasis, Mikus; Abeßer, Jakob; Dittmar, Christian; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2013 Real-time guitar string detection for music education software
Dittmar, Christian; Männchen, Andreas; Abeßer, Jakob
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2012 A digital waveguide model of the electric bass guitar including different playing techniques
Kramer, Patrick; Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2012 Automatic string detection for bass guitar and electric guitar
Abeßer, Jakob
Konferenzbeitrag
Conference Paper
2012 Automatic and Manual Annotation of Time-Varying Perceptual Properties in Movie Soundtracks
Dhandhania, Vedant; Abeßer, Jakob; Kruspe, Anna; Großmann, Holger
Konferenzbeitrag
Conference Paper
2012 Music information retrieval meets music education
Dittmar, Christian; Cano, Estefanía; Abeßer, Jakob; Grollmisch, Sascha
Aufsatz in Buch
Book Article
2012 Improved music similarity computation based on tone objects
Krasser, Johannes; Abeßer, Jakob; Großmann, H.; Dittmar, C.; Cano, E.
Konferenzbeitrag
Conference Paper
2012 Towards cross-modal search and synchronization of music and video streams
Großmann, Holger; Kruspe, Anna; Abeßer, Jakob; Lukashevich, Hanna
Konferenzbeitrag
Conference Paper
2012 Classification of music genres based on repetitive basslines
Abeßer, Jakob; Lukashevich, Hanna; Bräuer, Paul
Zeitschriftenaufsatz
Journal Article
2012 Automatic singing assessment of pupil performances
Dittmar, Christian; Abeßer, Jakob; Grollmisch, Sascha; Hasselhorn, Johannes; Lehmann, Andreas
Konferenzbeitrag
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
Konferenzbeitrag
Conference Paper
2011 Modeling musical attributes to characterize ensemble recordings using rhythmic audio features
Abeßer, Jakob; Lartillot, Oliver; Dittmar, Christian; Eerola, Tuomas; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2011 Modelling musical attributes to characterize two-track recordings with bass and drums
Abeßer, Jakob; Lartillot, Oliver
Konferenzbeitrag
Conference Paper
2011 Automatic classification of musical pieces into global cultural areas
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob; Großmann, Holger; Dittmar, Christian
Konferenzbeitrag
Conference Paper
2011 Automatic recognition and parametrization of frequency modulation techniques in bass guitar recordings
Abeßer, Jakob; Dittmar, Christian; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2011 Rule-based classification of musical genres from a global cultural background
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Bräuer, Paul; Krause, Fabienne
Konferenzbeitrag
Conference Paper
2011 Artist filtering for non-western music classification
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob
Konferenzbeitrag
Conference Paper
2010 Automatic genre classification of Latin American music using characteristic rhythmic patterns
Völkel, Thomas; Abeßer, Jakob; Dittmar, Christian; Großmann, Holger
Konferenzbeitrag
Conference Paper
2010 Bass Playing Style Detection based on High-Level Features and Pattern Similarity
Abeßer, Jakob; Bräuer, Paul; Lukashevich, Hanna; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2010 Feature-based extraction of plucking and expression styles of the electric bass guitar
Abeßer, Jakob; Lukashevich, Hanna; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2010 Drumloop Separation using adaptive Spectrogram Templates
Dittmar, C.; Abeßer, J.; Gärtner, D.
Konferenzbeitrag
Conference Paper
2010 Automatic Recognition of Tonal Instruments in Polyphonic Music from different Cultural Backgrounds
Kahl, M.; Abeßer, J.; Dittmar, C.; Großmann, H.
Konferenzbeitrag
Conference Paper
2010 Automatic Detection of Audio Effects in Guitar and Bass Recordings
Stein, M.; Abeßer, J.; Dittmar, C.; Schuller, G.
Konferenzbeitrag
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
Aufsatz in Buch
Book Article
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
Konferenzbeitrag
Conference Paper
2009 Genre classification using bass-related high-level features and playing styles
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Schuller, Gerald
Konferenzbeitrag
Conference Paper
2008 Automatic genre and artist classification by analyzing improvised solo parts from musical recordings
Abeßer, J.; Dittmar, C.; Großmann, H.
Konferenzbeitrag
Conference Paper
2008 Automatic music transcription with user interaction
Dittmar, C.; Abesser, J.
Konferenzbeitrag
Conference Paper
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