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Related papers: Privacy-aware VR streaming

200 papers

The Quality of Experience (QoE) based service management remains key for successful provisioning of multimedia services in next-generation networks such as 5G/6G, which requires proper tools for quality monitoring, prediction and resource…

Networking and Internet Architecture · Computer Science 2022-02-08 Arslan Ahmad , Atif Bin Mansoor , Alcardo Alex Barakabitze , Andrew Hines , Luigi Atzori , Ray Walshe

Privacy protection has become a critical requirement in the era of ubiquitous visual data sharing, imposing higher demands on efficient and robust privacy detection algorithms. However, current robust detection models are severely hindered…

Computer Vision and Pattern Recognition · Computer Science 2026-05-12 Xiaobin Hu , Enpu Zuo , Lanping Hu , Kaiwen Yang , Dianshu Liao , Tianyi Zhang , Bo Yin , Yinsi Zhou , Shidong Pan , Xiaoyu Sun

Volumetric video, also known as hologram video, is a novel medium that portrays natural content in Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR). It is expected to be the next-gen video technology and a prevalent use…

Computer Vision and Pattern Recognition · Computer Science 2025-06-06 Jie Li , Zhixin Li , Zhi Liu , Pengyuan Zhou , Richang Hong , Qiyue Li , Han Hu

The prevalence of e-commerce has made detailed customers' personal information readily accessible to retailers, and this information has been widely used in pricing decisions. When involving personalized information, how to protect the…

Cryptography and Security · Computer Science 2021-07-27 Xi Chen , David Simchi-Levi , Yining Wang

Field-of-View (FoV) adaptive streaming significantly reduces bandwidth requirement of immersive point cloud video (PCV) by only transmitting visible points in a viewer's FoV. The traditional approaches often focus on trajectory-based 6…

Computer Vision and Pattern Recognition · Computer Science 2024-10-03 Chen Li , Tongyu Zong , Yueyu Hu , Yao Wang , Yong Liu

Consumer Virtual Reality (VR) has been widely used in various application areas, such as entertainment and medicine. In spite of the superb immersion experience, to enable high-quality VR on untethered mobile devices remains an extremely…

Networking and Internet Architecture · Computer Science 2022-10-03 Songzhou Yang , Yuan He , Xiaolong Zheng

Online collaborative medical prediction platforms offer convenience and real-time feedback by leveraging massive electronic health records. However, growing concerns about privacy and low prediction quality can deter patient participation…

Machine Learning · Computer Science 2025-07-16 Shao-Bo Lin , Xiaotong Liu , Yao Wang

Algorithms engineered to leverage rich behavioral and biometric data to predict individual attributes and actions continue to permeate public and private life. A fundamental risk may emerge from misconceptions about the sensitivity of such…

Human-Computer Interaction · Computer Science 2021-01-05 Jeremy Gordon , Max Curran , John Chuang , Coye Cheshire

For video or web services, it is crucial to measure user-perceived quality of experience (QoE) at scale under various video quality or page loading delays. However, fast QoE measurements remain challenging as they must elicit subjective…

Human-Computer Interaction · Computer Science 2023-11-14 Xu Zhang , Hanchen Li , Paul Schmitt , Marshini Chetty , Nick Feamster , Junchen Jiang

Differential privacy (DP) is a privacy-preserving paradigm that protects the training data when training deep learning models. Critically, the performance of models is determined by the training hyperparameters, especially those of the…

Machine Learning · Computer Science 2025-03-04 Zhiqi Bu , Ruixuan Liu

The quality of experience (QoE) is known to be subjective and context-dependent. Identifying and calculating the factors that affect QoE is indeed a difficult task. Recently, a lot of effort has been devoted to estimate the users QoE in…

Multimedia · Computer Science 2017-08-22 Imen Triki , Quanyan Zhu , Rachid Elazouzi , Majed Haddad , Zhiheng Xu

Differential Privacy (DP) is the current gold-standard for ensuring privacy for statistical queries. Estimation problems under DP constraints appearing in the literature have largely focused on providing equal privacy to all users. We…

Machine Learning · Computer Science 2025-04-22 Syomantak Chaudhuri , Thomas A. Courtade

Due to the abrupt arise of pandemic worldwide, the video conferencing platforms are becoming ubiquitously available and being embedded into either various digital devices or the collaborative daily work. Even though the service provider has…

Human-Computer Interaction · Computer Science 2021-10-26 Shijing He , Yaxiong Lei

The proliferation of video-on-demand (VOD) services has led to a paradox of choice, overwhelming users with vast content libraries and revealing limitations in current recommender systems. This research introduces a novel approach by…

Social and Information Networks · Computer Science 2025-01-09 Mehrdad Maghsoudi , Mohammad Hossein valikhani , Mohammad Hossein Zohdi

Recently, privacy issues in web services that rely on users' personal data have raised great attention. Unlike existing privacy-preserving technologies such as federated learning and differential privacy, we explore another way to mitigate…

Information Retrieval · Computer Science 2022-10-21 Ziqian Chen , Fei Sun , Yifan Tang , Haokun Chen , Jinyang Gao , Bolin Ding

The popularity of the video services on the Internet has evolved various mechanisms that target the Quality of Experience (QoE) optimization of video traffic. The video quality has been enhanced through adapting the sending bitrates.…

Networking and Internet Architecture · Computer Science 2020-08-24 Qahhar Muhammad Qadir , Alexander A. Kist , Zhongwei Zhang

The increasing demand for video streaming services with high Quality of Experience (QoE) has prompted a lot of research on client-side adaptation logic approaches. However, most algorithms use the client's previous download experience and…

Multimedia · Computer Science 2017-08-15 Ran Dubin , Amit Dvir , Ofir Pele , Ofer Hadar , Itay Katz , Ori Mashiach

Given the significant industrial growth of demand for virtual reality (VR), 360{\deg} video streaming is one of the most important VR applications that require cost-optimal solutions to achieve widespread proliferation of VR technology.…

Multimedia · Computer Science 2017-11-10 Cagri Ozcinar , Ana De Abreu , Sebastian Knorr , Aljosa Smolic

The tension between persuasion and privacy preservation is common in real-world settings. Online platforms should protect the privacy of web users whose data they collect, even as they seek to disclose information about these data to…

Computer Science and Game Theory · Computer Science 2024-02-27 Yuqi Pan , Zhiwei Steven Wu , Haifeng Xu , Shuran Zheng

The diversity of video delivery pipeline poses a grand challenge to the evaluation of adaptive bitrate (ABR) streaming algorithms and objective quality-of-experience (QoE) models. Here we introduce so-far the largest subject-rated database…

Image and Video Processing · Electrical Eng. & Systems 2020-08-21 Zhengfang Duanmu , Wentao Liu , Zhuoran Li , Diqi Chen , Zhou Wang , Yizhou Wang , Wen Gao