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2015 | OriginalPaper | Buchkapitel

Dance Composition Using Microsoft Kinect

verfasst von : Reshma Kar, Amit Konar, Aruna Chakraborty

Erschienen in: Transactions on Computational Science XXV

Verlag: Springer Berlin Heidelberg

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Abstract

In this work, we propose a novel approach in which a system autonomously composes dance sequences from previously taught dance moves with the help of the well-known differential evolution algorithm. Initially, we generated a large population of dance sequences. The fitness of each of these sequences was determined by calculating the total inter-move transition abruptness of the adjacent dance moves. The transition abruptness was calculated as the difference of corresponding slopes formed by connected body joint co-ordinates. By visually evaluating the dance sequences created, it was observed that the fittest dance sequence had the least abrupt inter-move transitions. Computer simulation undertaken revealed that the developed dance video frames do not have significant inter-move transition abruptness between two successive frames, indicating the efficacy of the proposed approach. Gestural data specific of dance moves is captured using a Microsoft Kinect sensor. The algorithm developed by us was used to fuse the dancing styles of various ‘Odissi’ dancers dancing to the same rasa (theme) and tala (beats) and loy (rhythm). In future, it may be used to fuse different forms of dance.

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Literatur
1.
Zurück zum Zitat Soga, A., Umino, B., Hirayama, M.: Automatic composition for contemporary dance using 3D motion clips: experiment on dance training and system evaluation. In: International Conference on CyberWorlds (CW 2009), pp. 171–176. IEEE (2009) Soga, A., Umino, B., Hirayama, M.: Automatic composition for contemporary dance using 3D motion clips: experiment on dance training and system evaluation. In: International Conference on CyberWorlds (CW 2009), pp. 171–176. IEEE (2009)
2.
Zurück zum Zitat Dancs, J., Sivalingam, R., Somasundaram, G., Morellas, V., Papanikolopoulos, N.: Recognition of ballet micro-movements for use in choreography. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1162–1167. IEEE (2013) Dancs, J., Sivalingam, R., Somasundaram, G., Morellas, V., Papanikolopoulos, N.: Recognition of ballet micro-movements for use in choreography. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1162–1167. IEEE (2013)
3.
Zurück zum Zitat Colton, S., López de Mantaras, R., Stock, O.: Computational creativity: coming of age. AI Mag. 30(3), 11–14 (2009) Colton, S., López de Mantaras, R., Stock, O.: Computational creativity: coming of age. AI Mag. 30(3), 11–14 (2009)
4.
Zurück zum Zitat Widmer, G., Flossmann, S., Grachten, M.: YQX plays Chopin. AI Mag. 30(3), 35–48 (2009) Widmer, G., Flossmann, S., Grachten, M.: YQX plays Chopin. AI Mag. 30(3), 35–48 (2009)
5.
Zurück zum Zitat Gervás, P.: Computational approaches to storytelling and creativity. AI Mag. 30(3), 49–62 (2009) Gervás, P.: Computational approaches to storytelling and creativity. AI Mag. 30(3), 49–62 (2009)
6.
Zurück zum Zitat Edwards, M.: Algorithmic composition: computational thinking in music. Commun. ACM 54(7), 58–67 (2011)CrossRef Edwards, M.: Algorithmic composition: computational thinking in music. Commun. ACM 54(7), 58–67 (2011)CrossRef
7.
Zurück zum Zitat de Sousa Junior, S.F., Campos, M.F.M.: Shall we dance? A music-driven approach for mobile robots choreography. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1974–1979. IEEE (2011) de Sousa Junior, S.F., Campos, M.F.M.: Shall we dance? A music-driven approach for mobile robots choreography. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1974–1979. IEEE (2011)
8.
Zurück zum Zitat Jadhav, S., Joshi, M., Pawar, J.: Art to SMart: an evolutionary computational model for BharataNatyam choreography. In: HIS, pp. 384–389 (2012) Jadhav, S., Joshi, M., Pawar, J.: Art to SMart: an evolutionary computational model for BharataNatyam choreography. In: HIS, pp. 384–389 (2012)
9.
Zurück zum Zitat Soga, A., Endo, M., Yasuda, T.: Motion description and composing system for classic ballet animation on the web. In: 10th IEEE International Workshop on Robot and Human Interactive Communication, pp. 134–139. IEEE (2001) Soga, A., Endo, M., Yasuda, T.: Motion description and composing system for classic ballet animation on the web. In: 10th IEEE International Workshop on Robot and Human Interactive Communication, pp. 134–139. IEEE (2001)
10.
Zurück zum Zitat Saha, S., Ghosh, S., Konar, A., Janarthanan, R.: Identification of Odissi dance video using Kinect sensor. In: International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 1837–1842. IEEE (2013) Saha, S., Ghosh, S., Konar, A., Janarthanan, R.: Identification of Odissi dance video using Kinect sensor. In: International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 1837–1842. IEEE (2013)
11.
Zurück zum Zitat Saha, S., Ghosh, S., Konar, A., Nagar, A.K.: Gesture recognition from indian classical dance using Kinect sensor. In: Fifth International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN), pp. 3–8. IEEE (2013) Saha, S., Ghosh, S., Konar, A., Nagar, A.K.: Gesture recognition from indian classical dance using Kinect sensor. In: Fifth International Conference on Computational Intelligence, Communication Systems and Networks (CICSyN), pp. 3–8. IEEE (2013)
12.
Zurück zum Zitat Storn, R., Price, K.: Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11(4), 341–359 (1997)CrossRefMATHMathSciNet Storn, R., Price, K.: Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11(4), 341–359 (1997)CrossRefMATHMathSciNet
13.
Zurück zum Zitat Storn, R., Price, K.: Differential Evolution - A Simple and Efficient Adaptive Scheme for Global Optimization Over Continuous Spaces. ICSI, Berkeley (1995) Storn, R., Price, K.: Differential Evolution - A Simple and Efficient Adaptive Scheme for Global Optimization Over Continuous Spaces. ICSI, Berkeley (1995)
14.
Zurück zum Zitat Price, K.V., Storn, R.M., Lampinen, J.A.: Differential Evolution: A Practical Approach to Global Optimization. Springer, Heidelberg (2006) Price, K.V., Storn, R.M., Lampinen, J.A.: Differential Evolution: A Practical Approach to Global Optimization. Springer, Heidelberg (2006)
15.
Zurück zum Zitat Vesterstrom, J., Thomsen, R.: A comparative study of differential evolution, particle swarm optimization, and evolutionary algorithms on numerical benchmark problems. In: Congress on Evolutionary Computation (CEC), vol. 2, pp. 1980–1987. IEEE (2004) Vesterstrom, J., Thomsen, R.: A comparative study of differential evolution, particle swarm optimization, and evolutionary algorithms on numerical benchmark problems. In: Congress on Evolutionary Computation (CEC), vol. 2, pp. 1980–1987. IEEE (2004)
16.
Zurück zum Zitat Soga, A., Umino, B. and Longstaff, J.S.: Automatic composition of ballet sequences using a 3D motion archive. In: 1st South-Eastern European Digitization Initiative Conference (2005) Soga, A., Umino, B. and Longstaff, J.S.: Automatic composition of ballet sequences using a 3D motion archive. In: 1st South-Eastern European Digitization Initiative Conference (2005)
17.
Zurück zum Zitat Patra, B.G., Das, D., Bandyopadhyay, S.: Unsupervised approach to Hindi music mood classification. In: Prasath, R., Kathirvalavakumar, T. (eds.) MIKE 2013. LNCS, vol. 8284, pp. 62–69. Springer, Heidelberg (2013)CrossRef Patra, B.G., Das, D., Bandyopadhyay, S.: Unsupervised approach to Hindi music mood classification. In: Prasath, R., Kathirvalavakumar, T. (eds.) MIKE 2013. LNCS, vol. 8284, pp. 62–69. Springer, Heidelberg (2013)CrossRef
18.
Zurück zum Zitat Kar, R., Chakraborty, A., Konar, A., Janarthanan, R.: Emotion recognition system by gesture analysis using fuzzy sets. In: Swarm, Evolutionary, and Memetic Computing, pp. 354–363. Springer International Publishing (2013) Kar, R., Chakraborty, A., Konar, A., Janarthanan, R.: Emotion recognition system by gesture analysis using fuzzy sets. In: Swarm, Evolutionary, and Memetic Computing, pp. 354–363. Springer International Publishing (2013)
Metadaten
Titel
Dance Composition Using Microsoft Kinect
verfasst von
Reshma Kar
Amit Konar
Aruna Chakraborty
Copyright-Jahr
2015
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-47074-9_2