Title :
Multimodal Sensor Analysis of Sitar Performance: Where is the Beat?
Author :
Benning, Manjinder Singh ; Kapur, Ajay ; Till, Bernie C. ; Tzanetakis, George
Author_Institution :
Univ. of Victoria Music Intelligence, Victoria
Abstract :
In this paper we describe a system for detecting the tempo of sitar performance using a multimodal signal processing approach. Real-time measurements are obtained from sensors on the instrument and by wearable sensors on the performer´s body. Experiments comparing audio-based and sensor-based tempo tracking are described. The real-time tempo tracking method is based on extracting onsets and applying Kalman filtering. We show how late fusion of the audio and sensor tempo estimates can improve tracking. The obtained results are used to inform design parameters for a real-time system for human-robot musical performance.
Keywords :
Kalman filters; audio signal processing; musical instruments; sensor fusion; Kalman filtering; audio-based tempo tracking; human-robot musical performance; multimodal sensor analysis; multimodal signal processing; onset extraction; sensor-based tempo tracking; sitar performance; tempo fusion; wearable sensors; Filtering; Instruments; Kalman filters; Multimodal sensors; Performance analysis; Performance evaluation; Real time systems; Sensor fusion; Signal processing; Wearable sensors; kalman filter; musical multi-modal sensors systems; musical robotics; tempo tracking;
Conference_Titel :
Multimedia Signal Processing, 2007. MMSP 2007. IEEE 9th Workshop on
Conference_Location :
Crete
Print_ISBN :
978-1-4244-1274-7
DOI :
10.1109/MMSP.2007.4412821