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Real-time threat monitoring identifies threatening behaviors in video streams and provides reasoning and assessment of threat events through explanatory text. However, prevailing methodologies, whether based on supervised learning or…

Computer Vision and Pattern Recognition · Computer Science 2025-09-24 Yuhan Wang , Cheng Liu , Zihan Zhao , Weichao Wu

5G communication brings substantial improvements in the quality of service provided to various applications by achieving higher throughput and lower latency. However, interactive multimedia applications (e.g., ultra high definition video…

Multimedia · Computer Science 2022-09-14 Muhammad Asif Khan , Emna Baccour , Zina Chkirbene , Aiman Erbad , Ridha Hamila , Mounir Hamdi , Moncef Gabbouj

Unraveling quality of experience (QoE) of video streaming is very challenging in bandwidth shared wireless networks. It is unclear how QoE metrics such as starvation probability and buffering time interact with dynamics of streaming traffic…

Networking and Internet Architecture · Computer Science 2016-04-07 Yuedong Xu , Zhujun Xiao , Hui Feng , Tao Yang , Bo Hu , Yipeng Zhou

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

We present a networked, high performance graphics system that combines dynamic, high quality, ray traced global illumination computed on a server with direct illumination and primary visibility computed on a client. This approach provides…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-11 Michael Stengel , Zander Majercik , Benjamin Boudaoud , Morgan McGuire

This paper proposes a control scheme for the quality-fair delivery of several encoded video streams to mobile users sharing a common wireless resource. Video quality fairness, as well as similar delivery delays are targeted among streams.…

Multimedia · Computer Science 2014-01-27 Nesrine Changuel , Bessem Sayadi , Michel Kieffer

Bandwidth hungry video content has become the dominant contributor to the data traffic world over. Cellular networks are constantly evolving to meet the growing traffic demands. Over the past few years, wireless multicast has been garnering…

Networking and Internet Architecture · Computer Science 2019-03-20 Sadaf ul Zuhra , Prasanna Chaporkar , Abhay Karandikar

Applications that allow sharing of user-created short videos exploded in popularity in recent years. A typical short video application allows a user to swipe away the current video being watched and start watching the next video in a video…

Multimedia · Computer Science 2022-06-28 Xutong Zuo , Yishu Li , Mohan Xu , Wei Tsang Ooi , Jiangchuan Liu , Junchen Jiang , Xinggong Zhang , Kai Zheng , Yong Cui

Generative models are reshaping the live-streaming industry by redefining how content is created, styled, and delivered. Previous image-based streaming diffusion models have powered efficient and creative live streaming products but have…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Tianrui Feng , Zhi Li , Shuo Yang , Haocheng Xi , Muyang Li , Xiuyu Li , Lvmin Zhang , Keting Yang , Kelly Peng , Song Han , Maneesh Agrawala , Kurt Keutzer , Akio Kodaira , Chenfeng Xu

Real-time streaming video understanding in domains such as autonomous driving and intelligent surveillance poses challenges beyond conventional offline video processing, requiring continuous perception, proactive decision making, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-30 Haolin Yang , Feilong Tang , Lingxiao Zhao , Xinlin Zhuang , Yifan Lu , Xiang An , Ming Hu , Xiaofeng Zhang , Abdalla Swikir , Junjun He , Zongyuan Ge , Muhammad Haris Khan , Imran Razzak

The exponential growth of multimedia streaming services over the Internet emphasizes the increasing significance of ensuring a seamless and high-quality streaming experience for users. Dynamic Adaptive Streaming over HTTP (DASH) has emerged…

Networking and Internet Architecture · Computer Science 2025-11-25 Hemendra M. Naik

Online communities rely on a mix of platform policies and community-authored rules to define acceptable behavior and maintain order. However, these rules vary widely across communities, evolve over time, and are enforced inconsistently,…

Computers and Society · Computer Science 2025-10-09 Mattia Samory , Diana Pamfile , Andrew To , Shruti Phadke

Video analytics are often performed as cloud services in edge settings, mainly to offload computation, and also in situations where the results are not directly consumed at the video sensors. Sending high-quality video data from the edge…

Image and Video Processing · Electrical Eng. & Systems 2023-07-27 Quazi Mishkatul Alam , Israat Haque , Nael Abu-Ghazaleh

Internet video traffic has been been rapidly increasing and is further expected to increase with the emerging 5G applications such as higher definition videos, IoT and augmented/virtual reality applications. As end-users consume video in…

Networking and Internet Architecture · Computer Science 2019-02-13 Abubakr O. Al-Abbasi , Vaneet Aggarwal , Moo-Ryong Ra

We propose and analyze centralized and distributed algorithms for device-to-device video scheduling and streaming. The proposed algorithms address jointly the problems of device-to-device link scheduling and video quality adaptation in…

Networking and Internet Architecture · Computer Science 2014-06-20 Joongheon Kim , Andreas F. Molisch , Giuseppe Caire

We consider streaming over a peer-to-peer network with homogeneous nodes in which a single source broadcasts a data stream to all the users in the system. Peers are allowed to enter or leave the system (adversarially) arbitrarily. Previous…

Networking and Internet Architecture · Computer Science 2014-07-09 Shaileshh Bojja Venkatakrishnan , Pramod Viswanath

Streaming video understanding requires models to robustly encode, store, and retrieve information from a continuous video stream to support accurate video question answering (VQA). Existing state-of-the-art approaches rely on key-value…

Computer Vision and Pattern Recognition · Computer Science 2026-02-23 Vatsal Agarwal , Saksham Suri , Matthew Gwilliam , Pulkit Kumar , Abhinav Shrivastava

Livestreaming platforms have become increasingly popular in recent years as a means of sharing and advertising creative content. Popular content streamers who attract large viewership to their live broadcasts can earn a living by means of…

Social and Information Networks · Computer Science 2016-10-05 Neil Shah

This paper proposes a novel Semantic Communication (SemCom) framework for real-time adaptive-bitrate video streaming by integrating Latent Diffusion Models (LDMs) within the FFmpeg techniques. This solution addresses the challenges of high…

Multimedia · Computer Science 2025-08-04 Zijiang Yan , Jianhua Pei , Hongda Wu , Hina Tabassum , Ping Wang

In today's digital landscape, video content dominates internet traffic, underscoring the need for efficient video processing to support seamless live streaming experiences on platforms like YouTube Live, Twitch, and Facebook Live. This…

Multimedia · Computer Science 2024-11-25 Zahra Nabizadeh , Maedeh Jamali , Nader Karimi , Shadrokh Samavi , Shahram Shirani