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Motivated by the prowess of deep learning (DL) based techniques in prediction, generalization, and representation learning, we develop a novel framework called DeepQoE to predict video quality of experience (QoE). The end-to-end framework…

Multimedia · Computer Science 2018-04-11 Huaizheng Zhang , Han Hu , Guanyu Gao , Yonggang Wen , Kyle Guan

Dealing with network congestion is a criterion used to enhance quality of service (QoS) in distributed multimedia systems. The existing solutions for the problem of network congestion ignore scalability considerations because they maintain…

Multimedia · Computer Science 2009-06-29 Bechir Alaya , Claude Duvallet , Bruno Sadeg

Remaining a dominant force in Internet traffic, video streaming captivates end users, service providers, and researchers. This paper takes a pragmatic approach to reviewing recent advances in the field by focusing on the prevalent streaming…

Networking and Internet Architecture · Computer Science 2025-07-17 Leonardo Peroni , Sergey Gorinsky

Adapting video data rate during streaming can effectively reduce the risk of playback interruptions caused by channel throughput fluctuations. The variations in rate, however, also introduce video quality fluctuations and thus potentially…

Multimedia · Computer Science 2013-11-26 Chao Chen , Xiaoqing Zhu , Gustavo de Veciana , Alan C. Bovik , Robert W. Heath

Due to the soaring popularity of video applications and the consequent rise in video traffic on the Internet, technologies like HTTP Adaptive Streaming (HAS) are crucial for delivering high Quality of Experience (QoE) to consumers. HAS…

Multimedia · Computer Science 2024-09-11 Farzad Tashtarian , Christian Timmerer

The Internet of Things (IoT) is advancing and the adoption of internet-connected devices in everyday use is constantly growing. This increase not only affects the traffic from other sources in the network, but also the communication quality…

Networking and Internet Architecture · Computer Science 2019-07-30 Pedro F. Moraes , Joberto S. B. Martins

Dynamic Adaptive Streaming over HTTP (DASH) has demonstrated to be an emerging and promising multimedia streaming technique, owing to its capability of dealing with the variability of networks. Rate adaptation mechanism, a challenging and…

Computer Vision and Pattern Recognition · Computer Science 2019-12-30 Hui Yuan , Huayong Fu , Ju Liu , Junhui Hou , Sam Kwong

With the growing computer vision applications, lots of videos are transmitted for content analysis, the way to allocate resources can affect the performance of video content analysis. For this purpose, the traditional resource allocation…

Networking and Internet Architecture · Computer Science 2020-09-29 Jiujiu Chen , Chunyan Feng , Caili Guo , Xu Zhu

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

The network performance is usually assessed by drive tests, where teams of people with specially equipped vehicles physically drive out to test various locations throughout a radio network. However, intelligent and autonomous…

Networking and Internet Architecture · Computer Science 2023-05-01 Hakan Gokcesu , Ozgur Ercetin , Gokhan Kalem , Salih Ergut

Multi-access edge computing (MEC) enables placing video content at the edge of the network aiming to improve the quality of experience (QoE) of the mobile clients. Video content caching at edge servers also reduces traffic in the backhaul…

Networking and Internet Architecture · Computer Science 2018-05-24 Abbas Mehrabi , Matti Siekkinen , Antti Ylä-Jääski

Several technological and scientific advances have been achieved recently in the fields of immersive systems, which are offering new possibilities to applications and services in different communication domains, such as entertainment,…

Human-Computer Interaction · Computer Science 2022-09-02 Pablo Pérez , Ester Gonzalez-Sosa , Jesús Gutiérrez , Narciso García

Content-aware streaming requires dynamic, chunk-level importance weights to optimize subjective quality of experience (QoE). However, direct human annotation is prohibitively expensive while vision-saliency models generalize poorly. We…

Computer Vision and Pattern Recognition · Computer Science 2026-02-17 Jiahui Chen , Bo Peng , Lianchen Jia , Zeyu Zhang , Tianchi Huang , Lifeng Sun

One of the main goals of the future wireless networks is improving the users quality of experience (QoE). In this paper, we consider the problem of QoE-based resource allocation in the downlink of a massive multiple-input multiple-output…

Information Theory · Computer Science 2018-05-18 Hadis Abarghouyi , S. Mohammad Razavizadeh , Emil Bjornson

Video streaming, in various forms of video on demand (VOD), live, and 360 degree streaming, has grown dramatically during the past few years. In comparison to traditional cable broadcasters whose contents can only be watched on TVs, video…

Multimedia · Computer Science 2020-12-01 Xiangbo Li , Mahmoud Darwich , Magdy Bayoumi , Mohsen Amini Salehi

The explosion of mobile video traffic imposes tremendous challenges on present cellular networks. To alleviate the pressure on backhaul links and to enhance the quality of experience (QoE) of video streaming service, small cell base…

Networking and Internet Architecture · Computer Science 2016-04-27 Tong Zhen , Yuedong Xu , Tao Yang , Bo Hu

With the enhancements in the field of software-defined networking and virtualization technologies, novel networking paradigms such as network function virtualization (NFV) and the Internet of things (IoT) are rapidly gaining ground.…

Networking and Internet Architecture · Computer Science 2019-04-01 Deval Bhamare , Mohammed Samaka , Aiman Erbad , Raj Jain , Lav Gupta

We propose a robust scheme for streaming 360-degree immersive videos to maximize the quality of experience (QoE). Our streaming approach introduces a holistic analytical framework built upon the formal method of stochastic optimization. We…

Multimedia · Computer Science 2018-12-04 Arnob Ghosh , Vaneet Aggarwal , Feng Qian

Along with the rise of domain-specific computing (ASICs hardware) and domain-specific programming languages, we envision that the next step is the emergence of domain-specific cloud platforms. Developing such platforms for popular…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-02 Chavit Denninnart , Mohsen Amini Salehi

In this article, we present a digital agent (DA)-assisted network management framework for future sixth generation (6G) networks considering user quality of experience (QoE). A novel QoE metric is defined by incorporating the impact of user…

Networking and Internet Architecture · Computer Science 2025-02-25 Xuemin Shen , Xinyu Huang , Jianzhe Xue , Conghao Zhou , Xiufang Shi , Weihua Zhuang
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