e-ISSN:0976-5166
p-ISSN:2231-3850


INDIAN JOURNAL OF COMPUTER SCIENCE AND ENGINEERING

Call for Papers 2021

Dec 2021 - Volume 12, Issue 6
Deadline: 15 Nov 2021
Publication: 20 Dec 2021

Feb 2022 - Volume 13, Issue 1
Deadline: 15 Jan 2022
Publication: 20 Feb 2022

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ABSTRACT

Title : AUTOMATIC ANNOTATION OF DANCE VIDEOS BASED ON FOOT POSTURES
Authors : Shailesh S., Dr. Judy M V
Keywords : dance, stanas, video-annotation, cnn, transfer learning, deep learning, dnn.
Issue Date : Jan-Feb 2020
Abstract :
Along with the advancements in the field of artificial intelligence, machine learning, and deep learning video annotation has become a more exciting and crucial problem, especially the video from medical, arts performance games and so on. In India, there is an increased demand for digitizing and archiving of arts and culture . This paper focuses on annotating dance videos based on foot postures (stanas) in an automatic manner. Using transfer-learning, the features from the images are extracted and a deep neural network is used for image classification. A trained model of Deep Stana Classifier is used for identifying stanas from the frames of a video. A complete annotation system comprises of a coupled architecture, one Deep Stana Classifier module, and an annotation module. The findings on the accuracy obtained for the Deep Stana Classifier produced positive results. In the second phase, the result of the annotations made on the video is kept as an index structure in JSON object format. The scope and opportunity of this work in the future is consistent and useful for annotating dance videos as well as videos from another domain.
Page(s) : 89-98
ISSN : 0976-5166
Source : Vol. 11, No.1
PDF : Download
DOI : 10.21817/indjcse/2020/v11i1/201101047