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Related papers: DeepNetQoE: Self-adaptive QoE Optimization Framewo…

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Emerging applications such as Augmented Reality, the Internet of Vehicles and Remote Surgery require both computing and networking functions working in harmony. The End-to-end (E2E) quality of experience (QoE) for these applications depends…

Networking and Internet Architecture · Computer Science 2022-01-17 Dibbendu Roy , Aravinda S. Rao , Tansu Alpcan , Goutam Das , Marimuthu Palaniswami

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

Quality of Experience (QoE) prediction is a critical component of modern multimedia systems, particularly for adaptive video streaming in 5G networks. Accurate QoE estimation enables intelligent resource management and supports user centric…

Artificial Intelligence · Computer Science 2025-12-16 Syeda Zunaira Ahmed , Hejab Tahira Beg , Maryam Khalid

Quality of Experience (QoE) prediction plays a crucial role in optimizing resource management and enhancing user satisfaction across both telecommunication and OTT services. While recent advances predominantly rely on deep learning models,…

Machine Learning · Computer Science 2025-05-01 Vinti Nayar , Kanica Sachdev , Brejesh Lall

In mobile computing systems, users can access network services anywhere and anytime using mobile devices such as tablets and smart phones. These devices connect to the Internet via network or telecommunications operators. Users usually have…

Networking and Internet Architecture · Computer Science 2014-10-28 Karan Mitra , Arkady Zaslavsky , Christer Åhlund

The Internet is integral to modern life, influencing communication, business, and lifestyles globally. As dependence on Internet services grows, the demand for high-quality service delivery increases. Service providers must maintain high…

Networking and Internet Architecture · Computer Science 2025-03-11 Parsa Hassani Shariat Panahi , Amir Hossein Jalilvand , Abolfazl Diyanat

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

The Internet service provider industry is currently experiencing intense competition as companies strive to provide top-notch services to their customers. Providers are introducing cutting-edge technologies to enhance service quality,…

Networking and Internet Architecture · Computer Science 2024-04-26 Parsa H. S. Panahi , Amir H. Jalilvand , Abolfazl Diyanat

Quality of experience (QoE) assessment for adaptive video streaming plays a significant role in advanced network management systems. It is especially challenging in case of dynamic adaptive streaming schemes over HTTP (DASH) which has…

Multimedia · Computer Science 2022-03-01 Wei Zhou , Xiongkuo Min , Hong Li , Qiuping Jiang

With the prevalence of big-data-driven applications, such as face recognition on smartphones and tailored recommendations from Google Ads, we are on the road to a lifestyle with significantly more intelligence than ever before. Various…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-26 Ying Mao , Weifeng Yan , Yun Song , Yue Zeng , Ming Chen , Long Cheng , Qingzhi Liu

With rapid advancements in large language models (LLMs), AI-generated content (AIGC) has emerged as a key driver of technological innovation and economic transformation. Personalizing AIGC services to meet individual user demands is…

Computer Science and Game Theory · Computer Science 2025-11-04 Hongjia Wu , Minrui Xu , Zehui Xiong , Lin Gao , Haoyuan Pan , Dusit Niyato , Tse-Tin Chan

With the rise of a new generation of applications (e.g., virtual and augmented reality, artificial intelligence, etc) demanding stringent performance requirements, the need for networking solutions and architectures that can enable a higher…

Networking and Internet Architecture · Computer Science 2024-06-19 Berta Serracanta , Kai Gao , Jordi Ros-Giralt , Alberto Rodriguez-Natal , Luis M. Contreras , Richard Yang , Albert Cabellos

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

Even the AI has been widely used and significantly changed our life, deploying the large AI models on resource limited edge devices directly is not appropriate. Thus, the model split inference is proposed to improve the performance of edge…

Machine Learning · Computer Science 2024-09-26 Xin Yuan , Ning Li , Quan Chen , Wenchao Xu , Zhaoxin Zhang , Song Guo

To accommodate diverse Quality-of-Service (QoS) requirements in the 5th generation cellular networks, base stations need real-time optimization of radio resources in time-varying network conditions. This brings high computing overheads and…

Signal Processing · Electrical Eng. & Systems 2020-04-02 Rui Dong , Changyang She , Wibowo Hardjawana , Yonghui Li , Branka Vucetic

The rapid uptake of intelligent applications is pushing deep learning (DL) capabilities to Internet-of-Things (IoT). Despite the emergence of new tools for embedding deep neural networks (DNNs) into IoT devices, providing satisfactory…

Machine Learning · Computer Science 2021-12-15 Yang Bai , Lixing Chen , Shaolei Ren , Jie Xu

Mobile edge computing pushes computationally-intensive services closer to the user to provide reduced delay due to physical proximity. This has led many to consider deploying deep learning models on the edge -- commonly known as edge…

Networking and Internet Architecture · Computer Science 2021-05-03 Nathaniel Hudson , Hana Khamfroush , Daniel E. Lucani

Evaluation of quality of experience (QoE) based on electroencephalography (EEG) has received great attention due to its capability of real-time QoE monitoring of users. However, it still suffers from rather low recognition accuracy. In this…

Human-Computer Interaction · Computer Science 2018-09-13 Seong-Eun Moon , Soobeom Jang , Jong-Seok Lee

Optimal resource allocation elegantly kaizens bandwidth utilization in present-day communications systems carrying distinctive traffic types with specific quality of service (QoS) requirements, whose fulfillment may elevate users' quality…

Networking and Internet Architecture · Computer Science 2014-06-19 Mo Ghorbanzadeh , Ahmed Abdelhadi , Charles Clancy

Existing evaluations of foundation models, including recent human-centric approaches, fail to capture what truly matters: user's experience during interaction. Current methods treat evaluation as a matter of output correctness alone,…

Computation and Language · Computer Science 2025-10-10 Yijin Guo , Zicheng Zhang , Ye Shen , Farong Wen , Junying Wang , Qi Jia , Guangtao Zhai
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