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相关论文: A Multimodal Approach to Predict Social Media Popu…

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Classification of social media data is an important approach in understanding user behavior on the Web. Although information on social media can be of different modalities such as texts, images, audio or videos, traditional approaches in…

计算与语言 · 计算机科学 2017-08-08 Chi Thang Duong , Remi Lebret , Karl Aberer

"SMP Challenge" aims to discover novel prediction tasks for numerous data on social multimedia and seek excellent research teams. Making predictions via social multimedia data (e.g. photos, videos or news) is not only helps us to make…

多媒体 · 计算机科学 2020-01-22 Bo Wu , Wen-Huang Cheng , Peiye Liu , Bei Liu , Zhaoyang Zeng , Jiebo Luo

Social Media Popularity Prediction is a complex multimodal task that requires effective integration of images, text, and structured information. However, current approaches suffer from inadequate visual-textual alignment and fail to capture…

信息检索 · 计算机科学 2025-08-25 Ao Zhou , Mingsheng Tu , Luping Wang , Tenghao Sun , Zifeng Cheng , Yafeng Yin , Zhiwei Jiang , Qing Gu

Social media content routinely incorporates multi-modal design to covey information and shape meanings, and sway interpretations toward desirable implications, but the choices and outcomes of using both texts and visual images have not been…

计算与语言 · 计算机科学 2023-03-13 Mesut Erhan Unal , Adriana Kovashka , Wen-Ting Chung , Yu-Ru Lin

As social media platforms are evolving from text-based forums into multi-modal environments, the nature of misinformation in social media is also transforming accordingly. Taking advantage of the fact that visual modalities such as images…

机器学习 · 计算机科学 2024-09-19 Sara Abdali , Sina shaham , Bhaskar Krishnamachari

Social media popularity prediction task aims to predict the popularity of posts on social media platforms, which has a positive driving effect on application scenarios such as content optimization, digital marketing and online advertising.…

社会与信息网络 · 计算机科学 2025-03-07 Yijie Xu , Bolun Zheng , Wei Zhu , Hangjia Pan , Yuchen Yao , Ning Xu , Anan Liu , Quan Zhang , Chenggang Yan

Predicting social media popularity requires understanding both the intrinsic appeal of content and the external context that determines how it is exposed to users. Existing methods focus on content signals but do not separate them from…

计算机视觉与模式识别 · 计算机科学 2026-04-30 Liliang Ye , Guiyi Zeng , Yunyao Zhang , Yi-Ping Phoebe Chen , Junqing Yu , Zikai Song

As short videos have become the primary form of content consumption across various industries, accurately predicting their popularity has become key to enhancing user engagement and optimizing business strategies. This report presents a…

多媒体 · 计算机科学 2025-02-25 Jiacheng Lu , Mingyuan Xiao , Weijian Wang , Yuxin Du , Zhengze Wu , Cheng Hua

Stance detection is a challenging task that aims to identify public opinion from social media platforms with respect to specific targets. Previous work on stance detection largely focused on pure texts. In this paper, we study multi-modal…

计算与语言 · 计算机科学 2024-06-07 Bin Liang , Ang Li , Jingqian Zhao , Lin Gui , Min Yang , Yue Yu , Kam-Fai Wong , Ruifeng Xu

We present a new publicly available dataset with the goal of advancing multi-modality learning by offering vision and language data within the same context. This is achieved by obtaining data from a social media website with posts…

计算与语言 · 计算机科学 2020-06-16 Bofan Xue , David Chan , John Canny

Social media popularity prediction plays a crucial role in content optimization, marketing strategies, and user engagement enhancement across digital platforms. However, predicting post popularity remains challenging due to the complex…

多媒体 · 计算机科学 2025-07-02 Liliang Ye , Yunyao Zhang , Yafeng Wu , Yi-Ping Phoebe Chen , Junqing Yu , Wei Yang , Zikai Song

Our global population contributes visual content on platforms like Instagram, attempting to express themselves and engage their audiences, at an unprecedented and increasing rate. In this paper, we revisit the popularity prediction on…

计算机视觉与模式识别 · 计算机科学 2021-02-23 Christoffer Riis , Damian Konrad Kowalczyk , Lars Kai Hansen

The World Wide Web and social media platforms have become popular sources for news and information. Typically, multimodal information, e.g., image and text is used to convey information more effectively and to attract attention. While in…

信息检索 · 计算机科学 2021-04-29 Matthias Springstein , Eric Müller-Budack , Ralph Ewerth

Social media produces large amounts of contents every day. To help users quickly capture what they need, keyphrase prediction is receiving a growing attention. Nevertheless, most prior efforts focus on text modeling, largely ignoring the…

计算机视觉与模式识别 · 计算机科学 2020-11-04 Yue Wang , Jing Li , Michael R. Lyu , Irwin King

Social media has become an integral part of our daily lives. During time-critical events, the public shares a variety of posts on social media including reports for resource needs, damages, and help offerings for the affected community.…

社会与信息网络 · 计算机科学 2019-11-04 Ganesh Nalluru , Rahul Pandey , Hemant Purohit

Social media is daily creating massive multimedia content with paired image and text, presenting the pressing need to automate the vision and language understanding for various multimodal classification tasks. Compared to the commonly…

计算与语言 · 计算机科学 2023-03-28 Chunpu Xu , Jing Li

Social Media Popularity Prediction (SMPP) is a crucial task that involves automatically predicting future popularity values of online posts, leveraging vast amounts of multimodal data available on social media platforms. Studying and…

多媒体 · 计算机科学 2024-05-20 Bo Wu , Peiye Liu , Wen-Huang Cheng , Bei Liu , Zhaoyang Zeng , Jia Wang , Qiushi Huang , Jiebo Luo

Our study presents a framework for predicting image-based social media content popularity that focuses on addressing complex image information and a hierarchical data structure. We utilize the Google Cloud Vision API to effectively extract…

机器学习 · 计算机科学 2024-05-09 Dahyun Jeong , Hyelim Son , Yunjin Choi , Keunwoo Kim

A large amount of social media hosted on platforms like Flickr and Instagram is related to social events. The task of social event classification refers to the distinction of event and non-event-related content as well as the classification…

计算机视觉与模式识别 · 计算机科学 2016-01-05 Matthias Zeppelzauer , Daniel Schopfhauser

The role of social media in fashion industry has been blooming as the years have continued on. In this work, we investigate sentiment analysis for fashion related posts in social media platforms. There are two main challenges of this task.…

计算与语言 · 计算机科学 2021-11-16 Yifei Yuan , Wai Lam
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