Dipl.-Phys. Hanna Lukashevich

M.Sc. Hanna Lukashevich studied Radio Physics at the Belarusian State University (Minsk, Belarus) with a specialization in Statistical Radio Physics. There in 2004 she obtained her Master Degree and defended her Master Thesis addressed to development and investigation of algorithms for audio sequence indexation.

In 2006 she moved to Ilmenau, Germany and joined the Fraunhofer Institute for Digital Media Technology (IDMT) as a PhD student in the Semantic Music Technologies group. Here she works on her PhD Thesis titled "Classification Tasks in Music Information Retrieval". Her PhD research has been partly supported by an internal Fraunhofer Grant within "Doktorandinnenprogramm".

Her research is addressed towards statistical pattern recognition methods in application to Music Information Retrieval.

  • Music Information Retrieval
  • Statistical Pattern Recognition
  • Data Mining

Fraunhofer IDMT: publication list
YearTitle/AuthorDocument Type
2018Stadtlärm - 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
2018Störschallunterdrückung bei Luftschallanalysen in industriellen Fertigungsstrecken
Nowak, Johannes; Grollmisch, Sascha; Cano, Estefanía; Lukashevich, Hanna; Liebetrau, Judith
Conference Paper
2017Acoustic scene classification by combining autoencoder-based dimensionality reduction and convolutional neural networks
Abeßer, Jakob; Mimilakis, Stylianos-Ioannis; Gräfe, Robert; Lukashevich, Hanna
Conference Paper
2017Automatic speech/music discrimination for broadcast signals
Kruspe, Anna M.; Zapf, Dominik; Lukashevich, Hanna
Conference Paper
2017Soundslike - automatic content-based music annotation and recommendation for large databases
Grollmisch, Sascha; Lukashevich, Hanna
Conference Paper
2015Assessing the performance of a semi-automated acoustic monitoring system for primates
Heinicke, Stefanie; Kalan, Ammie K.; Wagner, Oliver J.J.; Mundry, Roger; Lukashevich, Hanna; Kühl, Hjalmar S.; Jones, Kate
Journal Article
2014Confidence measures in automatic music classification
Lukashevich, Hanna
Conference Paper
2014A mid-level approach to local tonality analysis: Extracting key signatures from audio
Weiss, C.; Cano, E.; Lukashevich, Hanna
Conference Paper
2014A multiple-expert framework for instrument recognition
Grasis, M.; Abeßer, J.; Dittmar, C.; Lukashevich, H.
Conference Paper
2013A multiple-expert framework for instrument recognition
Grasis, Mikus; Abeßer, Jakob; Dittmar, Christian; Lukashevich, Hanna
Conference Paper
2012Applying multiple kernel learning to automatic genre classification
Lukashevich, Hanna
Conference Paper
2012Classification of music genres based on repetitive basslines
Abeßer, Jakob; Lukashevich, Hanna; Bräuer, Paul
Journal Article
2012Towards cross-modal search and synchronization of music and video streams
Großmann, Holger; Kruspe, Anna; Abeßer, Jakob; Lukashevich, Hanna
Conference Paper
2011Artist filtering for non-western music classification
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob
Conference Paper
2011Automatic classification of musical pieces into global cultural areas
Kruspe, Anna; Lukashevich, Hanna; Abeßer, Jakob; Großmann, Holger; Dittmar, Christian
Conference Paper
2011Rule-based classification of musical genres from a global cultural background
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Bräuer, Paul; Krause, Fabienne
Conference Paper
2011Songs2See 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
2010Applying Constrained Clustering for Active Exploration of Music Collections
Mercado, P.; Lukashevich, H.
Conference Paper
2010Automated classification of film scenes based on film grammar
Lanz, C.; Lukashevich, H.; Nowak, S.
Conference Paper
2010Bass Playing Style Detection based on High-Level Features and Pattern Similarity
Abeßer, Jakob; Bräuer, Paul; Lukashevich, Hanna; Schuller, Gerald
Conference Paper
2010Feature selection in clustering with constraints: Application to active exploration of music collections
Mercado, Pedro; Lukashevich, Hanna
Conference Paper
2010Feature-based extraction of plucking and expression styles of the electric bass guitar
Abeßer, Jakob; Lukashevich, Hanna; Schuller, Gerald
Conference Paper
2010Improving GMM Classifiers by Preliminary One-class SVM Outlier Detection: Application to Automatic Music Mood Estimation
Lukashevich, Hanna; Dittmar, C.
Conference Paper
2010Performance measures for multilabel evaluation: a case study in the area of image classification
Nowak, S.; Lukashevich, H.; Dunker, P.; Rüger, S.
Conference Paper
2009Applying statistical models and parametric distance measures for music similarity search
Lukashevich, Hanna; Dittmar, Christian; Bastuck, Christoph
Conference Paper
2009Feature selection vs. Feature Space Transformation in automatic music genre classification tasks
Lukashevich, Hanna
Conference Paper
2009Feature Selection vs. Feature Space Transformation in Music Genre Classification Framework
Lukashevich, H.
Conference Paper
2009From 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
2009Genre classification using bass-related high-level features and playing styles
Abeßer, Jakob; Lukashevich, Hanna; Dittmar, Christian; Schuller, Gerald
Conference Paper
2009Multilabel classification evaluation using ontology information
Nowak, S.; Lukashevich, H.
Conference Paper
2009Music 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
2009Using one-class SVM outliers detection for verification of collaboratively tagged image training sets
Lukashevich, H.; Nowak, S.; Dunker, P.
Conference Paper
2008Towards quantitative measures of evaluating song segmentation
Lukashevich, Hanna
Conference Paper
2007Effective singing voice detection in popular music using ARMA filtering
Lukashevich, Hanna; Gruhne, Matthias; Dittmar, Christian
Conference Paper