Client-Driven Personalized Trailer Framework Using Thumbnail Containers

Movie trailers are prepared using a one-size-fits-all framework. These days, however, streaming platforms seek to overcome this problem and provide personalized trailers via the investigation of centralized server-side solutions. This can be achieved by analyzing personal user data, and can lead to...

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Main Authors: Ghulam Mujtaba, Eun-Seok Ryu
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9046852/
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author Ghulam Mujtaba
Eun-Seok Ryu
author_facet Ghulam Mujtaba
Eun-Seok Ryu
author_sort Ghulam Mujtaba
collection DOAJ
description Movie trailers are prepared using a one-size-fits-all framework. These days, however, streaming platforms seek to overcome this problem and provide personalized trailers via the investigation of centralized server-side solutions. This can be achieved by analyzing personal user data, and can lead to two major issues: privacy violation and enormous demand in computational resources. This paper proposes an innovative, low-power, client-driven method to facilitate the personalized trailer generation process. It tackles the complex process of detecting personalized actions in real-time from lightweight thumbnail containers. The HTTP live streaming (HLS) server and client are locally configured to validate the proposed method. The system is designed to support a wide range of client hardware with different computational capabilities and has the flexibility to adapt to network conditions. To test the effectiveness of this method, twenty-five broadcast movies, specifically in the western and sports genres, are evaluated. To the best of our knowledge, this is the first-ever client-driven framework that uses thumbnail containers as input to facilitate the trailer generation process.
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spelling doaj.art-09971a4a608e4fd38d7e8e4ccd6ee3bc2022-12-21T22:01:18ZengIEEEIEEE Access2169-35362020-01-018604176042710.1109/ACCESS.2020.29829929046852Client-Driven Personalized Trailer Framework Using Thumbnail ContainersGhulam Mujtaba0https://orcid.org/0000-0001-9244-5346Eun-Seok Ryu1https://orcid.org/0000-0003-4894-6105Department of Computer Engineering, Gachon University, Seongnam, South KoreaDepartment of Computer Education, Sungkyunkwan University, Seoul, South KoreaMovie trailers are prepared using a one-size-fits-all framework. These days, however, streaming platforms seek to overcome this problem and provide personalized trailers via the investigation of centralized server-side solutions. This can be achieved by analyzing personal user data, and can lead to two major issues: privacy violation and enormous demand in computational resources. This paper proposes an innovative, low-power, client-driven method to facilitate the personalized trailer generation process. It tackles the complex process of detecting personalized actions in real-time from lightweight thumbnail containers. The HTTP live streaming (HLS) server and client are locally configured to validate the proposed method. The system is designed to support a wide range of client hardware with different computational capabilities and has the flexibility to adapt to network conditions. To test the effectiveness of this method, twenty-five broadcast movies, specifically in the western and sports genres, are evaluated. To the best of our knowledge, this is the first-ever client-driven framework that uses thumbnail containers as input to facilitate the trailer generation process.https://ieeexplore.ieee.org/document/9046852/Client-driventhumbnail containerspersonalized media
spellingShingle Ghulam Mujtaba
Eun-Seok Ryu
Client-Driven Personalized Trailer Framework Using Thumbnail Containers
IEEE Access
Client-driven
thumbnail containers
personalized media
title Client-Driven Personalized Trailer Framework Using Thumbnail Containers
title_full Client-Driven Personalized Trailer Framework Using Thumbnail Containers
title_fullStr Client-Driven Personalized Trailer Framework Using Thumbnail Containers
title_full_unstemmed Client-Driven Personalized Trailer Framework Using Thumbnail Containers
title_short Client-Driven Personalized Trailer Framework Using Thumbnail Containers
title_sort client driven personalized trailer framework using thumbnail containers
topic Client-driven
thumbnail containers
personalized media
url https://ieeexplore.ieee.org/document/9046852/
work_keys_str_mv AT ghulammujtaba clientdrivenpersonalizedtrailerframeworkusingthumbnailcontainers
AT eunseokryu clientdrivenpersonalizedtrailerframeworkusingthumbnailcontainers