ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform

Nowadays, multimedia content utility is increasing rapidly. Multimedia search engines like Google, Yahoo, Bing, etc., are available just a click away to all users. There are around 500-600 hours of video uploads per unit of time to the Internet. So, among other types of multimedia content, such...

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Main Authors: Ashvini Tonge, Sudeep Thepade
Format: Article
Language:English
Published: Universitas Indonesia 2023-04-01
Series:International Journal of Technology
Subjects:
Online Access:https://ijtech.eng.ui.ac.id/article/view/5617
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author Ashvini Tonge
Sudeep Thepade
author_facet Ashvini Tonge
Sudeep Thepade
author_sort Ashvini Tonge
collection DOAJ
description Nowadays, multimedia content utility is increasing rapidly. Multimedia search engines like Google, Yahoo, Bing, etc., are available just a click away to all users. There are around 500-600 hours of video uploads per unit of time to the Internet. So, among other types of multimedia content, such as text and images, video is the most complicated content for indexing, browsing, and retrieval. Videos give more scope for implementation because of their complex and unstructured nature. This paper proposes a new method of video storyboard generation with keyframe extraction in spatial and frequency domains using Discrete Cosine Transform (DCT) for video summarization. It discusses the empirical appraisal of video visual keyframes with t-test analysis in comparison with spatial and frequency domains, resulting in a quick response to customer demands by providing static storyboards. This study proposes a new performance measure as matching frames by analyzing input videos and the standard benchmarks video dataset, i.e., Open Video Project (OVP) and SumMe.  Among all the keyframe extraction techniques, DCT gives higher accuracy and a better matching rate.
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spelling doaj.art-371cbe51a2894b1ca1628d74297c2d3e2023-04-04T05:09:16ZengUniversitas IndonesiaInternational Journal of Technology2086-96142087-21002023-04-0114241142110.14716/ijtech.v14i2.56175617ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine TransformAshvini Tonge0Sudeep Thepade1Pimpri Chinchwad College of Engineering Pune, Maharshtra , IndiaPimpri Chinchwad College of Engineering Pune, Maharashtra, IndiaNowadays, multimedia content utility is increasing rapidly. Multimedia search engines like Google, Yahoo, Bing, etc., are available just a click away to all users. There are around 500-600 hours of video uploads per unit of time to the Internet. So, among other types of multimedia content, such as text and images, video is the most complicated content for indexing, browsing, and retrieval. Videos give more scope for implementation because of their complex and unstructured nature. This paper proposes a new method of video storyboard generation with keyframe extraction in spatial and frequency domains using Discrete Cosine Transform (DCT) for video summarization. It discusses the empirical appraisal of video visual keyframes with t-test analysis in comparison with spatial and frequency domains, resulting in a quick response to customer demands by providing static storyboards. This study proposes a new performance measure as matching frames by analyzing input videos and the standard benchmarks video dataset, i.e., Open Video Project (OVP) and SumMe.  Among all the keyframe extraction techniques, DCT gives higher accuracy and a better matching rate.https://ijtech.eng.ui.ac.id/article/view/5617dctkey framespatialvideo summarization
spellingShingle Ashvini Tonge
Sudeep Thepade
ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
International Journal of Technology
dct
key frame
spatial
video summarization
title ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
title_full ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
title_fullStr ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
title_full_unstemmed ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
title_short ViSTORY: Effective Video Storyboard Generation with Visual Keyframes using Discrete Cosine Transform
title_sort vistory effective video storyboard generation with visual keyframes using discrete cosine transform
topic dct
key frame
spatial
video summarization
url https://ijtech.eng.ui.ac.id/article/view/5617
work_keys_str_mv AT ashvinitonge vistoryeffectivevideostoryboardgenerationwithvisualkeyframesusingdiscretecosinetransform
AT sudeepthepade vistoryeffectivevideostoryboardgenerationwithvisualkeyframesusingdiscretecosinetransform