Automated analysis and indexing of lecture videos

dc.contributor.advisor Simanta Mitra
dc.contributor.author Sreepathy, Gayathri
dc.contributor.department Department of Computer Science
dc.date 2021-01-16T18:25:47.000
dc.date.accessioned 2021-02-25T21:39:37Z
dc.date.available 2021-02-25T21:39:37Z
dc.date.copyright Tue Dec 01 00:00:00 UTC 2020
dc.date.embargo 2020-11-15
dc.date.issued 2020-01-01
dc.description.abstract <p>Learning from online videos mainly helps the students and every individual understand a specific topic easily because of the realistic picturization. One of resources available to students is automated analysis and indexing of online lecture videos using image processing. Many online educational organizations and universities use video lectures to support teaching and learning. In past decades, video lecture portals have been widely used and are very popular. The text displayed in these video lectures are a valuable source for analyzing and indexing the lecture contents. Considering this scenario, we present an approach for automatic analysis and indexing of lecture videos using OCR (Optical Character Recognition) technology. For this, we segregated the unique key frames from a lecture video to extract the video contents. After the segregation of key frames by applying OCR and ASR (Automatic Speech Recognition) technology we can extract the textual data contents from the video lecture. From the obtained metadata, we segmented the video lecture based on the time-based text occurrence of the topics. The performance and the effectiveness of proposed analysis and indexing is proven by the evaluation.</p>
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/etd/18407/
dc.identifier.articleid 9414
dc.identifier.contextkey 21104863
dc.identifier.doi https://doi.org/10.31274/etd-20210114-142
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath etd/18407
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/94559
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/etd/18407/Sreepathy_iastate_0097M_19142.pdf|||Fri Jan 14 21:41:38 UTC 2022
dc.subject.keywords ASR
dc.subject.keywords Image processing
dc.subject.keywords Lecture videos
dc.subject.keywords OCR
dc.title Automated analysis and indexing of lecture videos
dc.type dissertation en_US
dc.type.genre dissertation en_US
dspace.entity.type Publication
relation.isOrgUnitOfPublication f7be4eb9-d1d0-4081-859b-b15cee251456
thesis.degree.discipline C O M P U T E R S C I E N C E
thesis.degree.level dissertation
thesis.degree.name Master of Science
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