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Exploiting Aesthetic Features in Visual Contents for Movie Recommendation
2019
IEEE Access
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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]
2018
arXiv
pre-print
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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
2010
Proceedings of the international conference on Multimedia - MM '10
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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]
2017
arXiv
pre-print
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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]
2019
arXiv
pre-print
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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
2021
Humaniora
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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
2019
IEEE Access
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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
2018
Journal of Engineering Science and Technology Review
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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
2013
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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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]
2020
arXiv
pre-print
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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
2004
Interactive Technology and Smart Education
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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]
2019
arXiv
pre-print
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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
2017
Glottodidactica An International Journal of Applied Linguistics
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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]
2011
Eurographics State of the Art Reports
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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'
2008
Social Science Research Network
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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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