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Exploiting Aesthetic Features in Visual Contents for Movie Recommendation

Xiaojie Chen, Pengpeng Zhao, Yanchi Liu, Lei Zhao, Junhua Fang, Victor S. Sheng, Zhiming Cui
2019 IEEE Access  
Posters and still frames, which directly display the visual contents of movies, have significant influences on movie recommendation.  ...  To this end, in this paper, we propose an aesthetic-aware unified visual content matrix factorization (called UVMF-AES) to integrate visual feature learning and recommendation into a unified framework.  ...  CONCLUSION In the paper, we exploited visual contents of movie posters and still frames to alleviate the data sparsity issue in movie VOLUME 7, 2019 recommendation.  ... 
doi:10.1109/access.2019.2910722 fatcat:yo33zrij2bevbbpyxq7ntdvswm

Leveraging Long and Short-term Information in Content-aware Movie Recommendation [article]

Wei Zhao, Haixia Chai, Benyou Wang, Jianbo Ye, Min Yang, Zhou Zhao, Xiaojun Chen
2018 arXiv   pre-print
In this paper, we propose an LSIC model, leveraging Long and Short-term Information in Content-aware movie recommendation using adversarial training.  ...  The poster information of movies is integrated to further improve the performance of movie recommendation, which is specifically essential when few ratings are available.  ...  To exploit the content of items and solve the sparse issue in recommender systems, [35] presented the model for movie recommendation using additional visual features (e.g.. posters and still frames)  ... 
arXiv:1712.09059v5 fatcat:xa2ypt4phrfwzckipuxjtim7cy

Movie genre classification via scene categorization

Howard Zhou, Tucker Hermans, Asmita V. Karandikar, James M. Rehg
2010 Proceedings of the international conference on Multimedia - MM '10  
This paper presents a method for movie genre categorization of movie trailers, based on scene categorization.  ...  From these keyframes, we use state-ofthe-art scene detectors and descriptors to extract features, which are then used for shot categorization via unsupervised learning.  ...  This has created the need for automatic content-driven movie recommendation.  ... 
doi:10.1145/1873951.1874068 dblp:conf/mm/ZhouHKR10 fatcat:afoimvabdncyrcyfp5oetsd4ca

Enhanced Movie Content Similarity Based on Textual, Auditory and Visual Information [article]

Konstantinos Bougiatiotis, Theodore Giannakopoulos
2017 arXiv   pre-print
In this paper we examine the ability of low-level multimodal features to extract movie similarity, in the context of a content-based movie recommendation approach.  ...  We assert movie similarities, as propagated by the individual modalities and fusion models, in the form of recommendation rankings.  ...  Another interesting recent work is in (Zhao et al., 2016) , where movie recommendation is done utilizing matrix factorization techniques on images stemming from movie posters and frames.  ... 
arXiv:1711.03889v1 fatcat:smgf6bbvuvaejauk64tgemj3iq

Interest-Related Item Similarity Model Based on Multimodal Data for Top-N Recommendation [article]

Junmei Lv, Bin Song, Jie Guo, Xiaojiang Du, Mohsen Guizani
2019 arXiv   pre-print
The types of the information are diversified and abundant in recommendation systems, therefore the proportion of unstructured multimodal data like text, image and video is increasing.  ...  Nowadays, the recommendation systems are applied in the fields of e-commerce, video websites, social networking sites, etc., which bring great convenience to people's daily lives.  ...  Recommend movies with color histograms of movie posters and still frames [32] , showing the visual information provides rich knowledge for understanding movies as well as users' preferences. C.  ... 
arXiv:1902.05566v1 fatcat:w6sa5dnjvremzhyhujfk3d5ce4

Woman Exploitation in Warkop DKI Poster Film

Asidigisianti Surya Patria, Nova Kristiana, Hendro Aryanto
2021 Humaniora  
The research results find that (1) women in the film poster media are only subordinated to the poster to attract men, potential viewers. (2) Film posters show sexual exploitation and eroticism that is  ...  The collected data was reducted, presented, and concluded. Roland Barthes' semiotic theory was used to analyze poster design elements that contained the exploitation of the female body.  ...  We thank to blind reviewers for comments that greatly improved the manuscript.  ... 
doi:10.21512/humaniora.v12i1.6756 fatcat:g4ajl7wwbnd7xo6dnrx6ppaznq

Interest-Related Item Similarity Model Based on Multimodal Data for Top-N Recommendation

Junmei Lv, Bin Song, Jie Guo, Xiaojiang Du, Mohsen Guizani
2019 IEEE Access  
The types of information are diversified and abundant in recommendation systems; therefore the proportion of unstructured multimodal data such as text, image, and video is increasing.  ...  Nowadays, the recommendation systems are applied in the fields of e-commerce, video websites, social networking sites, which bring great convenience to people's daily lives.  ...  Recommend movies with color histograms of movie posters and still frames [32] , showing the visual information provides rich knowledge for understanding movies as well as users' preferences.  ... 
doi:10.1109/access.2019.2893355 fatcat:xxhijrlfrjhb3fofkwgqicbcv4

Hybrid Recommender System Leveraging Stacked Convolutional Networks

Naresh Nelaturi, Dpt of Computer Science and Systems Engineering, Co llege of Engineering, Andhra University, Visakhapatnam 530 003, Andhra Pradesh, India, G . Lavanya Devi, Dpt of Computer Science and Systems Engineering, Co llege of Engineering, Andhra University, Visakhapatnam 530 003, Andhra Pradesh, India
2018 Journal of Engineering Science and Technology Review  
Recommendation Systems has emerged as an essential component in web-based systems, as their ability to analyze customers' behavior and generate recommendations seeking customers' satisfaction is successfully  ...  However, the success of these systems depends on amount of customers' personal preference data and content (items') metadata available for harnessing.  ...  Acknowledgment This Publication is an outcome of the R&D work undertaken in the project under the Visvesvaraya PhD Scheme of Ministry of Electronics & Information Technology, Government of India, being  ... 
doi:10.25103/jestr.113.12 fatcat:2mxouuj2zfdjffk3nwb5lj4v4u

Exploiting content relevance and social relevance for personalized ad recommendation on internet TV

Bo Wang, Jinqiao Wang, Hanqing Lu
2013 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
In this article, we introduce a scheme to provide targeted ad recommendation to Internet TV users by exploiting the content relevance and social relevance.  ...  First, we annotate TV videos in terms of visual content analysis and textual analysis by aligning visual and textual information.  ...  Exploiting Content Relevance and Social Relevance for Personalized Ad Recommendation on Internet TV ACM Transactions on Multimedia Computing, Communications and Applications, Vol. 9, No. 4, Article 26,  ... 
doi:10.1145/2501643.2501648 fatcat:gygcs4tmeneynbnrpz7lr35wlu

MovieNet: A Holistic Dataset for Movie Understanding [article]

Qingqiu Huang, Yu Xiong, Anyi Rao, Jiaze Wang, Dahua Lin
2020 arXiv   pre-print
In this paper, we introduce MovieNet -- a holistic dataset for movie understanding.  ...  Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging.  ...  We collect 3.9M photos of the movies from IMDb and TMDb, including poster, still frame, publicity, production art, product, behind the scene and event.  ... 
arXiv:2007.10937v1 fatcat:2towvgii3rdeblhewpufdkl7si

The Virtual Video Gallery: a user‐centred media on‐demand system

Giancarlo Fortino, Wilma Russo
2004 Interactive Technology and Smart Education  
In order to evaluate the user-oriented effectiveness of the Virtual Video Gallery and compare it to currently available Internet-based MoD systems, the usability testing of the system was established for  ...  These environments, which facilitate usability and enhance user experience, are very suitable for supporting user-oriented application domains such as e-learning and entertainment.  ...  In fact, the MoD systems, which are currently available on the Internet, are still not fully exploited.  ... 
doi:10.1108/17415650480000010 fatcat:2avm65upevb3rhvyxxdjfqljhe

Research Commentary on Recommendations with Side Information: A Survey and Research Directions [article]

Zhu Sun, Qing Guo, Jie Yang, Hui Fang, Guibing Guo, Jie Zhang, Robin Burke
2019 arXiv   pre-print
of effectiveness in improving recommendation performance.  ...  Finally, we discuss challenges and provide new potential directions in recommendation, along with the conclusion of this survey.  ...  Central Universities in China under Grant No.  ... 
arXiv:1909.12807v2 fatcat:2nj4crzcd5attidhd3kneszmki

Reel justice in the context of teaching Legal English as a foreign language

Andrzej Dąbrowski
2017 Glottodidactica An International Journal of Applied Linguistics  
The core of the paper focuses on different film-based tasks, exploiting the American series Boston Legal as a didactic material. The paper concludes with recommendations for further research.  ...  In the light of current trends in ESP and film pedagogy, an integrated skills teaching approach is presented that attempts to invoke subject-specific, intercultural and language knowledge of Polish learners  ...  implications for exploiting movies in the foreign language classroom and teaching ESP, some guidelines for teaching Legal English as a foreign language through reel justice will be presented.  ... 
doi:10.14746/gl.2016.43.2.06 fatcat:i55364r3crfahcr6axsqt4cjoa

A Survey on Video-based Graphics and Video Visualization [article]

Rita Borgo, Min Chen, Ben Daubney, Edward Grundy, Gunther Heidemann, Benjamin Höferlin, Markus Höferlin, Heike Jänicke, Daniel Weiskopf, Xianghua Xie
2011 Eurographics State of the Art Reports  
been featured in video-based modeling and rendering pipelines for graphics and visualization.  ...  In this survey, we report the state of the art in video-based graphics and video visualization.  ...  Wildemuth et. al evaluated in [WMY * 03] how fast too fast is. They recommend to show every 64ths frame of a video for fast-forward surrogates.  ... 
doi:10.2312/eg2011/stars/001-023 fatcat:rpxmj6yn3nb4rpukhlpwzsn5di

Distributed Film Production: Artistic Experimentation or Feasible Alternative? The Case of 'a Swarm of Angels'

Irene Cassarino, Aldo Geuna
2008 Social Science Research Network  
This is not surprising, because A Swam of Angels is the first experiment in open content movie making with such level of complexity.  ...  Our initial findings are showing that a movie, as a product and a process, is modular and granular enough to be produced with a distributed problem solving approach.  ...  Acknowledgements The authors are grateful to Juan Mateos Garcia and Wolf Richter for their comments and suggestions.  ... 
doi:10.2139/ssrn.1326510 fatcat:x6sc44zrizdtnlhpz6egazreoa
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