Drum Stroke Computing: Multimodal Signal Processing for Drum Stroke Identification and Performance Metrics

Jordan Hochenbaum, and Ajay Kapur

Proceedings of the International Conference on New Interfaces for Musical Expression

Abstract

In this paper we present a multimodal system for analyzing drum performance. In the first example we perform automatic drum hand recognition utilizing a technique for automatic labeling of training data using direct sensors, and only indirect sensors (e.g. a microphone) for testing. Left/Right drum hand recognition is achieved with an average accuracy of 84.95% for two performers. Secondly we provide a study investigating multimodality dependent performance metrics analysis.

Citation

Jordan Hochenbaum, and Ajay Kapur. 2012. Drum Stroke Computing: Multimodal Signal Processing for Drum Stroke Identification and Performance Metrics. Proceedings of the International Conference on New Interfaces for Musical Expression. DOI: 10.5281/zenodo.1178287

BibTeX Entry

@inproceedings{Hochenbaum2012,
 abstract = {In this paper we present a multimodal system for analyzing drum performance. In the first example we perform automatic drum hand recognition utilizing a technique for automatic labeling of training data using direct sensors, and only indirect sensors (e.g. a microphone) for testing. Left/Right drum hand recognition is achieved with an average accuracy of 84.95% for two performers. Secondly we provide a study investigating multimodality dependent performance metrics analysis.},
 address = {Ann Arbor, Michigan},
 author = {Jordan Hochenbaum and Ajay Kapur},
 booktitle = {Proceedings of the International Conference on New Interfaces for Musical Expression},
 doi = {10.5281/zenodo.1178287},
 issn = {2220-4806},
 keywords = {Multimodality, Drum stroke identification, surrogate sensors, surrogate data training, machine learning, music information retrieval, performance metrics},
 publisher = {University of Michigan},
 title = {Drum Stroke Computing: Multimodal Signal Processing for Drum Stroke Identification and Performance Metrics},
 url = {http://www.nime.org/proceedings/2012/nime2012_82.pdf},
 year = {2012}
}