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Streaming video requires handling dynamic information density under strict latency budgets. Yet, existing methods typically employ static strategies, such as fixed memory compression or reliance on a single model, forcing a trade-off: fast…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Jinming Liu , Jianguo Huang , Zhaoyang Jia , Jiahao Li , Xiaoyi Zhang , Zongyu Guo , Bin Li , Wenjun Zeng , Yan Lu , Xin Jin

Selecting an appropriate model to forecast product demand is critical to the manufacturing industry. However, due to the data complexity, market uncertainty and users' demanding requirements for the model, it is challenging for demand…

Human-Computer Interaction · Computer Science 2020-05-08 Dong Sun , Zezheng Feng , Yuanzhe Chen , Yong Wang , Jia Zeng , Mingxuan Yuan , Ting-Chuen Pong , Huamin Qu

This paper presents a novel algorithm for peer-to-peer (P2P) live streaming that addresses the limitations of single-layer systems through a multi-layered approach. The proposed solution adapts to diverse user capabilities and bandwidth…

Networking and Internet Architecture · Computer Science 2024-12-02 Rashmi Kushwaha , Rahul Bhattacharyya , Yatindra Nath Singh

Online streaming is an emerging market that address much attention. Assessing gaming skills from videos is an important task for streaming service providers to discover talented gamers. Service providers require the information to offer…

Machine Learning · Computer Science 2023-07-25 Longxiang Zhang , Wenping Wang

Billions of live-streaming viewers share their opinions on scenes they are watching in real-time and interact with the event, commentators as well as other viewers via text comments. Thus, there is necessary to explore viewers' comments…

Multimedia · Computer Science 2023-01-18 Junjie H. Xu , Yu Nakano , Lingrong Kong , Kojiro Iizuka

Live-streaming recommender system serves as critical infrastructure that bridges the patterns of real-time interactions between users and authors. Similar to traditional industrial recommender systems, live-streaming recommendation also…

The analysis of sales information, is a vital step in designing an effective marketing strategy. This work proposes a novel approach to analyse the shopping behaviour of customers to identify their purchase patterns. An extended version of…

Computers and Society · Computer Science 2025-03-04 Earnest Paul Ijjina , Aniruddha Srinivas Joshi , Goutham Kanahasabai , Keerthi Priyanka P

With the prevalence of live broadcast business nowadays, a new type of recommendation service, called live broadcast recommendation, is widely used in many mobile e-commerce Apps. Different from classical item recommendation, live broadcast…

Information Retrieval · Computer Science 2022-02-10 Jiarui Jin , Xianyu Chen , Yuanbo Chen , Weinan Zhang , Renting Rui , Zaifan Jiang , Zhewen Su , Yong Yu

While videoconferencing is prevalent, concurrent participation channels are limited. People experience challenges keeping up with the discussion, and misunderstanding frequently occurs. Through a formative study, we probed into the design…

Human-Computer Interaction · Computer Science 2023-09-22 Xinyue Chen , Shuo Li , Shipeng Liu , Robin Fowler , Xu Wang

Recent advances in Large Multi-modal Models (LMMs) are primarily focused on offline video understanding. Instead, streaming video understanding poses great challenges to recent models due to its time-sensitive, omni-modal and interactive…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Shenghao Fu , Qize Yang , Yuan-Ming Li , Yi-Xing Peng , Kun-Yu Lin , Xihan Wei , Jian-Fang Hu , Xiaohua Xie , Wei-Shi Zheng

We present a methodology to provide real-time and personalized product recommendations for large e-commerce platforms, specifically focusing on fashion retail. Our approach aims to achieve accurate and scalable recommendations with minimal…

Information Retrieval · Computer Science 2025-06-27 Matteo Tolloso , Davide Bacciu , Shahab Mokarizadeh , Marco Varesi

Information visualization significantly enhances human perception by graphically representing complex data sets. The variety of visualization designs makes it challenging to efficiently evaluate all possible designs catering to users'…

Methodology · Statistics 2020-04-07 Xiaoning Kang , Xiaoyu Chen , Ran Jin , Hao Wu , Xinwei Deng

With increasing popularity in online learning, a surge of E-learning platforms have emerged to facilitate education opportunities for k-12 (from kindergarten to 12th grade) students and with this, a wealth of information on their learning…

Human-Computer Interaction · Computer Science 2019-09-24 Meng Xia , Huan Wei , Min Xu , Leo Yu Ho Lo , Yong Wang , Rong Zhang , Huamin Qu

Online recruitment platforms have become the dominant channel for modern hiring, yet most platforms offer only basic filtering capabilities, such as job title, keyword, and salary range. This hinders comprehensive analysis of…

Human-Computer Interaction · Computer Science 2026-01-09 Xiyuan Zhu , Wenhan Lyu , Chaochao Fu , Yilin Wang , Jie Zheng , Qiyue Tan , Qianhe Chen , Yixin Yu , Ran Wang

In this paper, we present a method to learn a visual representation adapted for e-commerce products. Based on weakly supervised learning, our model learns from noisy datasets crawled on e-commerce website catalogs and does not require any…

Computer Vision and Pattern Recognition · Computer Science 2019-09-10 Charles Corbière , Hedi Ben-Younes , Alexandre Ramé , Charles Ollion

Live multimedia streaming from mobile devices is rapidly gaining popularity but little is known about the QoE they provide. In this paper, we examine the Periscope service. We first crawl the service in order to understand its usage…

Multimedia · Computer Science 2016-10-04 Matti Siekkinen , Enrico Masala , Teemu Kämäräinen

Art is a variety of human activities that include the production of visual, auditory, or performing objects that express the creativity, creative concepts, or technological abilities of the artist, intended primarily for their beauty or…

Computers and Society · Computer Science 2021-05-17 Amogh G. Warkhandkar , Omkar B. Bhambure

Over the past years, e-commerce platforms have expanded substantially, providing customers with convenient shopping experiences. To enhance e-commerce websites, it's essential to grasp user engagement and factors affecting conversion rates.…

Social and Information Networks · Computer Science 2024-03-26 Amrutha Muralidhar , Yathindra Lakkanna

In recent years, live video streaming has gained widespread popularity across various social media platforms. Quality of experience (QoE), which reflects end-users' satisfaction and overall experience, plays a critical role for media…

Multimedia · Computer Science 2026-05-07 Zehao Zhu , Wei Sun , Jun Jia , Wei Wu , Sibin Deng , Kai Li , Ying Chen , Xiongkuo Min , Jia Wang , Guangtao Zhai

Portrait Animation aims to synthesize a lifelike video from a single source image, using it as an appearance reference, with motion (i.e., facial expressions and head pose) derived from a driving video, audio, text, or generation. Instead…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Jianzhu Guo , Dingyun Zhang , Xiaoqiang Liu , Zhizhou Zhong , Yuan Zhang , Pengfei Wan , Di Zhang