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Virtual Reality Cloud Gaming (VR-CG) represents a demanding class of immersive applications, requiring high bandwidth, ultra-low latency, and intelligent resource management to ensure optimal user experience. In this paper, we propose a…

Networking and Internet Architecture · Computer Science 2026-01-06 Gabriel Almeida , João Paulo Esper , Cleverson Nahum , Aldebaro Klautau , Kleber Vieira Cardoso

Video compression plays a crucial role in video streaming and classification systems by maximizing the end-user quality of experience (QoE) at a given bandwidth budget. In this paper, we conduct the first systematic study for adversarial…

Computer Vision and Pattern Recognition · Computer Science 2022-12-09 Jung-Woo Chang , Mojan Javaheripi , Seira Hidano , Farinaz Koushanfar

Mobile cyberphysical systems have received considerable attention over the last decade, as communication, computing and control come together on a common platform. Understanding the complex interactions that govern the behavior of large…

Networking and Internet Architecture · Computer Science 2014-06-10 Ahmed Abdelhadi , Andreas Gerstlauer , Sriram Vishwanath

Video Diffusion Transformers (DiTs) generate high-quality videos but demand substantial compute due to wide blocks, deep architectures, and iterative sampling. Recent methods reduce cost by compressing width, depth, or sampling steps, but…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Yutong Wang , Yunke Wang , Tianfan Xue , Yu Qiao , Yaohui Wang , Xinyuan Chen , Chang Xu

Nowadays Dynamic Adaptive Streaming over HTTP (DASH) is the most prevalent solution on the Internet for multimedia streaming and responsible for the majority of global traffic. DASH uses adaptive bit rate (ABR) algorithms, which select the…

Networking and Internet Architecture · Computer Science 2018-09-28 Pablo Gil Pereira , Andreas Schmidt , Thorsten Herfet

Video understanding plays a fundamental role for content moderation on short video platforms, enabling the detection of inappropriate content. While classification remains the dominant approach for content moderation, it often struggles in…

Information Retrieval · Computer Science 2025-07-03 Hanzhong Liang , Jinghao Shi , Xiang Shen , Zixuan Wang , Vera Wen , Ardalan Mehrani , Zhiqian Chen , Yifan Wu , Zhixin Zhang

The optimization of quality of experience (QoE) in multi-user virtual reality (VR) interactions demands a delicate balance between ultra-low latency, high-fidelity motion synchronization, and equitable resource allocation. While adaptive…

Machine Learning · Computer Science 2025-06-26 Ziru Zhang , Jiadong Yu , Danny H. K. Tsang

Multimedia streaming over the Internet (live and on demand) is the cornerstone of modern Internet carrying more than 60% of all traffic. With such high demand, delivering outstanding user experience is a crucial and challenging task. To…

Multimedia · Computer Science 2022-10-21 Kerim Hodzic , Mirsad Cosovic , Sasa Mrdovic , Jason J. Quinlan , Darijo Raca

Recognising human activities from streaming videos poses unique challenges to learning algorithms: predictive models need to be scalable, incrementally trainable, and must remain bounded in size even when the data stream is arbitrarily…

Machine Learning · Statistics 2016-10-06 Rocco De Rosa , Ilaria Gori , Fabio Cuzzolin , Barbara Caputo , Nicolò Cesa-Bianchi

This work introduces ABE-VVS, a framework that performs attribute based selective coordinate encryption for point cloud based volumetric video streaming, enabling lightweight yet effective digital rights management (DRM). Rather than…

Cryptography and Security · Computer Science 2026-01-15 Mohammad Waquas Usmani , Susmit Shannigrahi , Michael Zink

HTTP Adaptive Streaming (HAS) has become a cost-effective means for multimedia delivery nowadays. However, how the quality of experience (QoE) is jointly affected by 1) varying perceptual quality and 2) interruptions is not well-understood.…

Multimedia · Computer Science 2020-06-24 Huyen T. T. Tran , Nam Pham Ngoc , Truong Cong Thang

While audio description (AD) is the standard approach for making videos accessible to blind and low vision (BLV) people, existing AD guidelines do not consider BLV users' varied preferences across viewing scenarios. These scenarios range…

Human-Computer Interaction · Computer Science 2024-03-19 Lucy Jiang , Crescentia Jung , Mahika Phutane , Abigale Stangl , Shiri Azenkot

We take an analytical approach to study the Quality of user Experience (QoE) for video streaming applications. Our propose is to characterize buffer starvations for streaming video with Long-Range-Dependent (LRD) input traffic. Specifically…

Networking and Internet Architecture · Computer Science 2015-04-01 Zakaria Ye , Rachid EL-Azouzi , Tania Jimenez , Yuedong Xu

HTTP adaptive streaming (HAS) has emerged as a prevalent approach for over-the-top (OTT) video streaming services due to its ability to deliver a seamless user experience. A fundamental component of HAS is the bitrate ladder, which…

Image and Video Processing · Electrical Eng. & Systems 2025-03-12 Ahmed Telili , Wassim Hamidouche , Hadi Amirpour , Sid Ahmed Fezza , Luce Morin , Christian Timmerer

In live streaming applications, a fixed set of bitrate-resolution pairs (known as bitrate ladder) is generally used to avoid additional pre-processing run-time to analyze the complexity of every video content and determine the optimized…

Multimedia · Computer Science 2022-10-20 Vignesh V Menon , Hadi Amirpour , Prajit T Rajendran , Mohammad Ghanbari , Christian Timmerer

Adaptive video streaming has facilitated improved video streaming over the past years. A balance among coding performance objectives such as bitrate, video quality, and decoding complexity is required to achieve efficient, content- and…

Image and Video Processing · Electrical Eng. & Systems 2026-01-16 Angeliki Katsenou , Vignesh V. Menon , Guoda Laurinaviciute , Benjamin Bross , Detlev Marpe

Demand for streaming services, including satellite, continues to exhibit unprecedented growth. Internet Service Providers find themselves at the crossroads of technological advancements and rising customer expectations. To stay relevant and…

Computer Vision and Pattern Recognition · Computer Science 2024-10-21 Bowen Chen , Zaixi Shang , Jae Won Chung , David Lerner , Werner Robitza , Rakesh Rao Ramachandra Rao , Alexander Raake , Alan C. Bovik

As a widely adopted technique in data transmission, video compression effectively reduces the size of files, making it possible for real-time cloud computing. However, it comes at the cost of visual quality, posing challenges to the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-23 Huimin Zeng , Jiacheng Li , Zhiwei Xiong

Modern video streaming services require quality assurance of the presented audiovisual material. Quality assurance mechanisms allow streaming platforms to provide quality levels that are considered sufficient to yield user satisfaction,…

HTTP adaptive streaming (HAS) has become the universal technology for video streaming over the Internet. Many HAS system designs aim at sharing the network bandwidth in a rate-fair manner. However, rate fairness is in general not equivalent…

Networking and Internet Architecture · Computer Science 2017-01-06 Stefano D'Aronco , Laura Toni , Pascal Frossard
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