Igor Vatolkin

ORCID

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 22

Top Venues

EvoMUSART

ISMIR

Trans. Int. Soc. Music. Inf. Retr.

CEC

Dortmund University of Technology (PHD)

Education History

Dortmund University of Technology

PHD

Publications

Leonard Fricke, Mark Gotham, Fabian Ostermann, Igor Vatolkin
Adaptation and Optimization of AugmentedNet for Roman Numeral Analysis Applied to Audio Signals. EvoMUSART (2024)
Justin Dettmer, Igor Vatolkin, Tobias Glasmachers
Weighted Initialisation of Evolutionary Instrument and Pitch Detection in Polyphonic Music. EvoMUSART (2024)
Leonard Fricke, Igor Vatolkin, Fabian Ostermann
Application of Neural Architecture Search to Instrument Recognition in Polyphonic Audio. EvoMUSART@EvoStar (2023)
Fabian Ostermann, Igor Vatolkin, Martin Ebeling
AAM: a dataset of Artificial Audio Multitracks for diverse music information retrieval tasks. EURASIP J. Audio Speech Music. Process. 2023 (1) (2023)
Igor Vatolkin, Mark Gotham, Néstor Nápoles López, Fabian Ostermann
Musical Genre Recognition Based on Deep Descriptors of Harmony, Instrumentation, and Segments. EvoMUSART@EvoStar (2023)
Igor Vatolkin, Cory McKay
Multi-Objective Investigation of Six Feature Source Types for Multi-Modal Music Classification. Trans. Int. Soc. Music. Inf. Retr. 5 (1) (2022)
Leonard Fricke, Jurij Kuzmic, Igor Vatolkin
Suppression of Background Noise in Speech Signals with Artificial Neural Networks, Exemplarily Applied to Keyboard Sounds. IJCCI (2022)
Igor Vatolkin, Cory McKay
Stability of Symbolic Feature Group Importance in the Context of Multi-Modal Music Classification. ISMIR (2022)
Igor Vatolkin, Fabian Ostermann, Meinard Müller
An evolutionary multi-objective feature selection approach for detecting music segment boundaries of specific types. GECCO (2021)
Ben Wilkes, Igor Vatolkin, Heinrich Müller
Statistical and Visual Analysis of Audio, Text, and Image Features for Multi-Modal Music Genre Recognition. Entropy 23 (11) (2021)
Igor Vatolkin, Marcel Koch, Meinard Müller
A Multi-objective Evolutionary Approach to Identify Relevant Audio Features for Music Segmentation. EvoMUSART (2021)
Fabian Ostermann, Igor Vatolkin, Günter Rudolph
Evaluating Creativity in Automatic Reactive Accompaniment of Jazz Improvisation. Trans. Int. Soc. Music. Inf. Retr. 4 (1) (2021)
Igor Vatolkin, Philipp Ginsel, Günter Rudolph
Advancements in the Music Information Retrieval Framework AMUSE over the Last Decade. SIGIR (2021)
Igor Vatolkin, Benedikt Adrian, Jurij Kuzmic
A Fusion of Deep and Shallow Learning to Predict Genres Based on Instrument and Timbre Features. EvoMUSART (2021)
Philipp Ginsel, Igor Vatolkin, Günter Rudolph
Analysis of Structural Complexity Features for Music Genre Recognition. CEC (2020)
Frederik Heerde, Igor Vatolkin, Günter Rudolph
Comparing Fuzzy Rule Based Approaches for Music Genre Classification. EvoMUSART (2020)
Igor Vatolkin
Evolutionary Approximation of Instrumental Texture in Polyphonic Audio Recordings. CEC (2020)
Igor Vatolkin, Daniel Stoller
Evolutionary Multi-objective Training Set Selection of Data Instances and Augmentations for Vocal Detection. EvoMUSART (2019)
Igor Vatolkin, Günter Rudolph
Comparison of Audio Features for Recognition of Western and Ethnic Instruments in Polyphonic Mixtures. ISMIR (2018)
Igor Vatolkin
Generalisation Performance of Western Instrument Recognition Models in Polyphonic Mixtures with Ethnic Samples. EvoMUSART (2017)
Florian Scholz, Igor Vatolkin, Günter Rudolph
Singing Voice Detection across Different Music Genres. Semantic Audio (2017)
Fabian Ostermann, Igor Vatolkin, Günter Rudolph
Evaluation Rules for Evolutionary Generation of Drum Patterns in Jazz Solos. EvoMUSART (2017)
Igor Vatolkin, Günter Rudolph, Claus Weihs
Evaluation of Album Effect for Feature Selection in Music Genre Recognition. ISMIR (2015)
Igor Vatolkin
Exploration of Two-Objective Scenarios on Supervised Evolutionary Feature Selection: A Survey and a Case Study (Application to Music Categorisation). EMO (2) (2015)
Igor Vatolkin, Günter Rudolph, Claus Weihs
Interpretability of Music Classification as a Criterion for Evolutionary Multi-objective Feature Selection. EvoMUSART (2015)
Igor Vatolkin, Geoffray Bonnin, Dietmar Jannach
Comparing Audio Features and Playlist Statistics for Music Classification. ECDA (2014)
Igor Vatolkin
Measuring the Performance of Evolutionary Multi-Objective Feature Selection for Prediction of Musical Genres and Styles. GI-Jahrestagung (2013)
Igor Vatolkin, Anil M. Nagathil, Wolfgang M. Theimer, Rainer Martin
Performance of Specific vs. Generic Feature Sets in Polyphonic Music Instrument Recognition. EMO (2013)
Daniel Stoller, Matthias Mauch, Igor Vatolkin, Claus Weihs
Impact of Frame Size and Instrumentation on Chroma-Based Automatic Chord Recognition. ECDA (2013)
Igor Vatolkin, Günter Rudolph
Interpretable Music Categorisation Based on Fuzzy Rules and High-Level Audio Features. ECDA (2013)
Igor Vatolkin, Mike Preuß, Günter Rudolph, Markus Eichhoff, Claus Weihs
Multi-objective evolutionary feature selection for instrument recognition in polyphonic audio mixtures. Soft Comput. 16 (12) (2012)
Igor Vatolkin, Bernd Bischl, Günter Rudolph, Claus Weihs
Statistical Comparison of Classifiers for Multi-objective Feature Selection in Instrument Recognition. GfKl (2012)
Igor Vatolkin, Günther Rötter, Claus Weihs
Music Genre Prediction by Low-Level and High-Level Characteristics. GfKl (2012)
Annika Jordan, Dimitri Scheftelowitsch, Jan Lahni, Jannic Hartwecker, Matthias Kuchem, Mirko Walter-Huber, Nils Vortmeier, Tim Delbrügger, Ümit Güler, Igor Vatolkin, Mike Preuss
BeatTheBeat music-based procedural content generation in a mobile game. CIG (2012)
Thorsten Deinert, Igor Vatolkin, Günter Rudolph
Regression-Based Tempo Recognition from Chroma and Energy Accents for Slow Audio Recordings. Semantic Audio (2011)
Igor Vatolkin, Mike Preuß, Günter Rudolph
Multi-objective feature selection in music genre and style recognition tasks. GECCO (2011)
Holger Blume, Bernd Bischl, Martin Botteck, Christian Igel, Rainer Martin, Günther Rötter, Günter Rudolph, Wolfgang M. Theimer, Igor Vatolkin, Claus Weihs
Huge Music Archives on Mobile Devices. IEEE Signal Process. Mag. 28 (4) (2011)
Claus Weihs, Klaus Friedrichs, Markus Eichhoff, Igor Vatolkin
Software in Music Information Retrieval. GfKl (2010)
Igor Vatolkin, Wolfgang M. Theimer, Martin Botteck
Partition Based Feature Processing for Improved Music Classification. GfKl (2010)
Anil M. Nagathil, Igor Vatolkin, Wolfgang M. Theimer
Comparison of Partition-Based Audio Features for Music Classification. Sprachkommunikation (2010)
Igor Vatolkin, Wolfgang M. Theimer, Martin Botteck
AMUSE (Advanced MUSic Explorer) - A Multitool Framework for Music Data Analysis. ISMIR (2010)
Bernd Bischl, Igor Vatolkin, Mike Preuss
Selecting Small Audio Feature Sets in Music Classification by Means of Asymmetric Mutation. PPSN (1) (2010)
Igor Vatolkin
Multi-Objective Evaluation of Music Classification. GfKl (2010)
Igor Vatolkin, Wolfgang M. Theimer, Günter Rudolph
Design and comparison of different evolution strategies for feature selection and consolidation in music classification. IEEE Congress on Evolutionary Computation (2009)
Igor Vatolkin, Wolfgang M. Theimer
Optimization of Feature Processing Chain in Music Classification by Evolution Strategies. PPSN (2008)

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Publication Activity (10 Years)

Top Topics

Top Venues

Igor Vatolkin