Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.5555/1782074.1782134guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Vision-based guitarist fingering tracking using a Bayesian classifier and particle filters

Published: 17 December 2007 Publication History

Abstract

This paper presents a vision-based method for tracking guitar fingerings played by guitar players from stereo cameras. We propose a novel framework for colored finger markers tracking by integrating a Bayesian classifier into particle filters, with the advantages of performing automatic track initialization and recovering from tracking failures in a dynamic background. ARTag (Augmented Reality Tag) is utilized to calculate the projection matrix as an online process which allow guitar to be moved while playing. By using online adaptation of color probabilities, it is also able to cope with illumination changes.

References

[1]
Maki-Patola, T., Laitinen, J., Kanerva, A., Takala, T.: Experiments with Virtual Reality Instruments. In: Fifth International Conference on New Interfaces for Musical Expression, Vancouver, Canada, pp. 11-16 (2005).
[2]
Liarokapis, F.: Augmented Reality Scenarios for Guitar Learning. In: Third International Conference on Eurographics UK Theory and Practice of Computer Graphics, Canterbury, UK, pp. 163-170 (2005).
[3]
Motokawa, Y., Saito, H.: Support System for Guitar Playing using Augmented Reality Display. In: Fifth IEEE and ACM International Symposium on Mixed and Augmented Reality, ISMAR 2006, pp. 243-244. IEEE Computer Society Press, Los Alamitos (2006).
[4]
Fiala, M.: Artag, a Fiducial Marker System Using Digital Techniques. In: IEEE International Conference on Computer Vision and Pattern Recognition, CVPR 2005, vol. 1, pp. 590-596. IEEE Computer Society Press, Los Alamitos (2005).
[5]
Isard, M., Blake, A.: Condensation - conditional density propagation for visual tracking. International Journal on Computer Vision, IJCV 1998 29(1), 5-28 (1998).
[6]
Argyros, A.A., Lourakis, M.I.A.: Tracking Skin-colored Objects in Real-time. Invited Contribution to the Cutting Edge Robotics Book, ISBN 3-86611-038-3, Advanced Robotic Systems International (2005).
[7]
Argyros, A.A., Lourakis, M.I.A.: Tracking Multiple Colored Blobs with a Moving Camera. In: IEEE International Conference on Computer Vision and Pattern Recognition, CVPR 2005, San Diego, CA, vol. 2(2), p. 1178 (2005).
[8]
Kerdvibulvech, C., Saito, H.: Real-Time Guitar Chord Estimation by Stereo Cameras for Supporting Guitarists. In: Tenth International Workshop on Advanced Image Technology, IWAIT 2007, Bangkok, Thailand, pp. 256-261 (2007).
[9]
Cakmakci, O., Berard, F.: An Augmented Reality Based Learning Assistant for Electric Bass Guitar. In: Tenth International Conference on Human-Computer Interaction, HCI 2003, Rome, Italy (2003).
[10]
Kato, H., Billinghurst, M.: Marker Tracking and HMD Calibration for a Videobased Augmented Reality Conferencing System. In: Second IEEE and ACM International Workshop on Augmented Reality, pp. 85-94. IEEE Computer Society Press, Los Alamitos (1999).
[11]
Burns, A.M., Wanderley, M.M.: Visual Methods for the Retrieval of Guitarist Fingering. In: Sixth International Conference on New Interfaces for Musical Expression, Paris, France, pp. 196-199 (2006).
[12]
Yang, M.H., Kriegman, D.J., Ahuja, N.: Detecting Faces in Images: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence 24, 34-58 (2002).
[13]
Forsyth, D.A., Ponce, J.: Computer Vision: A Modern Approach. Prentice Hall, Upper Saddle River, NJ (2003).
[14]
Jack, K.: Video Demystified. Elsevier Science, UK (2004).

Cited By

View all
  • (2019)Creating a Multitrack Classical Music Performance Dataset for Multimodal Music AnalysisIEEE Transactions on Multimedia10.1109/TMM.2018.285609021:2(522-535)Online publication date: 1-Feb-2019
  • (2013)Vision-based typing interface for chording input with keystroke detection using kalman filterProceedings of the 11th Asia Pacific Conference on Computer Human Interaction10.1145/2525194.2525298(310-317)Online publication date: 24-Sep-2013
  • (2012)Automatic String Detection for Bass Guitar and Electric GuitarRevised Selected Papers of the 9th International Symposium on From Sounds to Music and Emotions - Volume 790010.1007/978-3-642-41248-6_18(333-352)Online publication date: 19-Jun-2012
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image Guide Proceedings
PSIVT'07: Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
December 2007
960 pages
ISBN:354077128X
  • Editors:
  • Domingo Mery,
  • Luis Rueda

Sponsors

  • IEEE
  • PUC: Pontificia Universidad Católica de Chile
  • AChiRP: The Chilean Association for Pattern Recognition
  • The Chilean Society for Computer Science
  • Microsoft Research: Microsoft Research

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 17 December 2007

Author Tags

  1. Bayesian classifier
  2. augmented reality tag
  3. guitarist fingering tracking
  4. particle filters

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 28 Feb 2025

Other Metrics

Citations

Cited By

View all
  • (2019)Creating a Multitrack Classical Music Performance Dataset for Multimodal Music AnalysisIEEE Transactions on Multimedia10.1109/TMM.2018.285609021:2(522-535)Online publication date: 1-Feb-2019
  • (2013)Vision-based typing interface for chording input with keystroke detection using kalman filterProceedings of the 11th Asia Pacific Conference on Computer Human Interaction10.1145/2525194.2525298(310-317)Online publication date: 24-Sep-2013
  • (2012)Automatic String Detection for Bass Guitar and Electric GuitarRevised Selected Papers of the 9th International Symposium on From Sounds to Music and Emotions - Volume 790010.1007/978-3-642-41248-6_18(333-352)Online publication date: 19-Jun-2012
  • (2011)Using mobile projection to support guitar learningProceedings of the 11th international conference on Smart graphics10.5555/2032567.2032580(103-114)Online publication date: 18-Jul-2011
  • (2011)guitARCHI '11 Extended Abstracts on Human Factors in Computing Systems10.1145/1979742.1979789(1447-1452)Online publication date: 7-May-2011

View Options

View options

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media