Indian Classical Dance Action Identification and Classification with Convolutional Neural Networks
Joint Authors
Kishore, P. V. V.
Kumar, K. V. V.
Kiran Kumar, E.
Sastry, A. S. C. S.
Teja Kiran, M.
Anil Kumar, D.
Prasad, M. V. D.
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-01-22
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
Extracting and recognizing complex human movements from unconstrained online/offline video sequence is a challenging task in computer vision.
This paper proposes the classification of Indian classical dance actions using a powerful artificial intelligence tool: convolutional neural networks (CNN).
In this work, human action recognition on Indian classical dance videos is performed on recordings from both offline (controlled recording) and online (live performances, YouTube) data.
The offline data is created with ten different subjects performing 200 familiar dance mudras/poses from different Indian classical dance forms under various background environments.
The online dance data is collected from YouTube for ten different subjects.
Each dance pose is occupied for 60 frames or images in a video in both the cases.
CNN training is performed with 8 different sample sizes, each consisting of multiple sets of subjects.
The remaining 2 samples are used for testing the trained CNN.
Different CNN architectures were designed and tested with our data to obtain a better accuracy in recognition.
We achieved a 93.33% recognition rate compared to other classifier models reported on the same dataset.
American Psychological Association (APA)
Kishore, P. V. V.& Kumar, K. V. V.& Kiran Kumar, E.& Sastry, A. S. C. S.& Teja Kiran, M.& Anil Kumar, D.…[et al.]. 2018. Indian Classical Dance Action Identification and Classification with Convolutional Neural Networks. Advances in Multimedia،Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1118451
Modern Language Association (MLA)
Kishore, P. V. V.…[et al.]. Indian Classical Dance Action Identification and Classification with Convolutional Neural Networks. Advances in Multimedia No. 2018 (2018), pp.1-10.
https://search.emarefa.net/detail/BIM-1118451
American Medical Association (AMA)
Kishore, P. V. V.& Kumar, K. V. V.& Kiran Kumar, E.& Sastry, A. S. C. S.& Teja Kiran, M.& Anil Kumar, D.…[et al.]. Indian Classical Dance Action Identification and Classification with Convolutional Neural Networks. Advances in Multimedia. 2018. Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1118451
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1118451