A subunit-based dynamic time warping approach for hand movement recognition

Yanrung Wang; Atsushi Shimada; Takayoshi Yamashita; Rin Ichiro Taniguchi

doi:10.1007/978-3-642-41181-6_68

A subunit-based dynamic time warping approach for hand movement recognition

Yanrung Wang, Atsushi Shimada, Takayoshi Yamashita, Rin Ichiro Taniguchi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

A subunit-based Dynamic Time Warping (DTW) approach is proposed for hand movement recognition. Two major contributions distinguish the proposed approach from conventional DTW. (1) A set of hand movement subunits is constructed using a data-driven method. The common sub-movements (subunits) are shared across hand gestures to obtain a smaller training data size and search space to improve recognition performance. (2) A similarity measure robust to variability is offered using subunit-to-subunit matching to absorb the difference between two similar sub-sequences belonging to the same subunit, and only keeping the distances between sub-sequences that relate to different subunits. Our experimental results demonstrate the efficiency and accuracy of the proposed approach.

Original language	English
Title of host publication	Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings
Pages	672-681
Number of pages	10
Edition	PART 1
DOIs	https://doi.org/10.1007/978-3-642-41181-6_68
Publication status	Published - 2013
Event	17th International Conference on Image Analysis and Processing, ICIAP 2013 - Naples, Italy Duration: Sep 9 2013 → Sep 13 2013

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Number	PART 1
Volume	8156 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	17th International Conference on Image Analysis and Processing, ICIAP 2013
Country	Italy
City	Naples
Period	9/9/13 → 9/13/13

All Science Journal Classification (ASJC) codes

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-642-41181-6_68

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Cite this

Wang, Y., Shimada, A., Yamashita, T., & Taniguchi, R. I. (2013). A subunit-based dynamic time warping approach for hand movement recognition. In Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings (PART 1 ed., pp. 672-681). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8156 LNCS, No. PART 1). https://doi.org/10.1007/978-3-642-41181-6_68

A subunit-based dynamic time warping approach for hand movement recognition. / Wang, Yanrung; Shimada, Atsushi; Yamashita, Takayoshi; Taniguchi, Rin Ichiro.

Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings. PART 1. ed. 2013. p. 672-681 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8156 LNCS, No. PART 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Wang, Y, Shimada, A, Yamashita, T & Taniguchi, RI 2013, A subunit-based dynamic time warping approach for hand movement recognition. in Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings. PART 1 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 1, vol. 8156 LNCS, pp. 672-681, 17th International Conference on Image Analysis and Processing, ICIAP 2013, Naples, Italy, 9/9/13. https://doi.org/10.1007/978-3-642-41181-6_68

Wang Y, Shimada A, Yamashita T, Taniguchi RI. A subunit-based dynamic time warping approach for hand movement recognition. In Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings. PART 1 ed. 2013. p. 672-681. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1). https://doi.org/10.1007/978-3-642-41181-6_68

Wang, Yanrung ; Shimada, Atsushi ; Yamashita, Takayoshi ; Taniguchi, Rin Ichiro. / A subunit-based dynamic time warping approach for hand movement recognition. Image Analysis and Processing, ICIAP 2013 - 17th International Conference, Proceedings. PART 1. ed. 2013. pp. 672-681 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1).

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