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Collaborative filtering is a broad and powerful framework for building recommendation systems that has seen widespread adoption. Over the past decade, the propensity of such systems for favoring popular products and thus creating echo…

信息检索 · 计算机科学 2017-02-20 Arda Antikacioglu , R Ravi

Graph Neural Networks (GNNs) have shown great success in many applications such as recommendation systems, molecular property prediction, traffic prediction, etc. Recently, CPU-FPGA heterogeneous platforms have been used to accelerate many…

分布式、并行与集群计算 · 计算机科学 2021-12-23 Yi-Chien Lin , Bingyi Zhang , Viktor Prasanna

This paper investigates the causality in the decision making of movie recommendations through the users' affective profiles. We advocate a method of assigning emotional tags to a movie by the auto-detection of the affective features in the…

信息检索 · 计算机科学 2021-02-12 John Kalung Leung , Igor Griva , William G. Kennedy

Adaptive streaming addresses the increasing and heterogenous demand of multimedia content over the Internet by offering several encoded versions for each video sequence. Each version (or representation) has a different resolution and bit…

多媒体 · 计算机科学 2015-06-15 Laura Toni , Ramon Aparicio-Pardo , Karine Pires , Gwendal Simon , Alberto Blanc , Pascal Frossard

A recommender system, also known as a recommendation system, is a type of information filtering system that attempts to forecast a user's rating or preference for an item. This article designs and implements a complete movie recommendation…

信息检索 · 计算机科学 2021-12-24 Hrisav Bhowmick , Ananda Chatterjee , Jaydip Sen

Film media is a rich form of artistic expression. Unlike photography, and short videos, movies contain a storyline that is deliberately complex and intricate in order to engage its audience. In this paper we present a large scale study…

计算机视觉与模式识别 · 计算机科学 2019-08-09 Paola Cascante-Bonilla , Kalpathy Sitaraman , Mengjia Luo , Vicente Ordonez

Movie ratings play an important role both in determining the likelihood of a potential viewer to watch the movie and in reflecting the current viewer satisfaction with the movie. They are available in several sources like the television…

信息检索 · 计算机科学 2016-05-02 Eric Makita , Artem Lenskiy

Stories can have tremendous power -- not only useful for entertainment, they can activate our interests and mobilize our actions. The degree to which a story resonates with its audience may be in part reflected in the emotional journey it…

计算机视觉与模式识别 · 计算机科学 2017-12-11 Eric Chu , Deb Roy

In this work, we present an approach for mining user preferences and recommendation based on reviews. There have been various studies worked on recommendation problem. However, most of the studies beyond one aspect user generated- content…

信息检索 · 计算机科学 2017-02-10 Xuan-Son Vu , Seong-Bae Park

Movie trailers perform multiple functions: they introduce viewers to the story, convey the mood and artistic style of the film, and encourage audiences to see the movie. These diverse functions make trailer creation a challenging endeavor.…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Pinelopi Papalampidi , Frank Keller , Mirella Lapata

We estimate the spatial distribution of heterogeneous physical parameters involved in the formation of magnetic domain patterns of polycrystalline thin films by using convolutional neural networks. We propose a method to obtain a spatial…

材料科学 · 物理学 2023-11-03 Naoya Mamada , Masaichiro Mizumaki , Ichiro Akai , Toru Aonishi

With the information explosion of news articles, personalized news recommendation has become important for users to quickly find news that they are interested in. Existing methods on news recommendation mainly include collaborative…

信息检索 · 计算机科学 2019-11-11 Linmei Hu , Chen Li , Chuan Shi , Cheng Yang , Chao Shao

Personalized video highlight detection aims to shorten a long video to interesting moments according to a user's preference, which has recently raised the community's attention. Current methods regard the user's history as holistic…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Runnan Chen , Penghao Zhou , Wenzhe Wang , Nenglun Chen , Pai Peng , Xing Sun , Wenping Wang

Social recommendations have been widely adopted in substantial domains. Recently, graph neural networks (GNN) have been employed in recommender systems due to their success in graph representation learning. However, dealing with the dynamic…

社会与信息网络 · 计算机科学 2024-12-12 Behafarid Mohammad Jafari , Xiao Luo , Ali Jafari

For image generation with diffusion models (DMs), a negative prompt n can be used to complement the text prompt p, helping define properties not desired in the synthesized image. While this improves prompt adherence and image quality,…

计算机视觉与模式识别 · 计算机科学 2024-11-11 Alakh Desai , Nuno Vasconcelos

Online reviews allow consumers to provide detailed feedback on various aspects of items. Existing methods utilize these aspects to model users' fine-grained preferences for specific item features through graph neural networks. We argue that…

信息检索 · 计算机科学 2025-01-28 Junrui Liu , Tong Li , Di Wu , Zifang Tang , Yuan Fang , Zhen Yang

Scene Designer is a novel method for searching and generating images using free-hand sketches of scene compositions; i.e. drawings that describe both the appearance and relative positions of objects. Our core contribution is a single…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Leo Sampaio Ferraz Ribeiro , Tu Bui , John Collomosse , Moacir Ponti

A typical optimization of customized accelerators for error-tolerant applications such as multimedia, recognition, and classification is to replace traditional arithmetic units like multipliers and adders with the approximate ones to…

硬件体系结构 · 计算机科学 2024-07-17 Qing Zhang , Cheng Liu , Siting Liu , Yajuan Hui , Huawei Li , Xiaowei Li

Predicting individual aesthetic preferences holds significant practical applications and academic implications for human society. However, existing studies mainly focus on learning and predicting the commonality of facial attractiveness,…

计算机视觉与模式识别 · 计算机科学 2023-11-27 Luojun Lin , Zhifeng Shen , Jia-Li Yin , Qipeng Liu , Yuanlong Yu , Weijie Chen

Photo composition is an important factor affecting the aesthetics in photography. However, it is a highly challenging task to model the aesthetic properties of good compositions due to the lack of globally applicable rules to the wide…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Yi-Ling Chen , Jan Klopp , Min Sun , Shao-Yi Chien , Kwan-Liu Ma