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The energy consumption of deep learning models is increasing at a breathtaking rate, which raises concerns due to potential negative effects on carbon neutrality in the context of global warming and climate change. With the progress of…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Bo Li , Xinyang Jiang , Donglin Bai , Yuge Zhang , Ningxin Zheng , Xuanyi Dong , Lu Liu , Yuqing Yang , Dongsheng Li

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…

网络与互联网体系结构 · 计算机科学 2025-07-17 Leonardo Peroni , Sergey Gorinsky

Traffic for internet video streaming has been rapidly increasing and is further expected to increase with the higher definition videos and IoT applications, such as 360 degree videos and augmented virtual reality applications. While…

网络与互联网体系结构 · 计算机科学 2018-07-04 Abubakr Alabbasi , Vaneet Aggarwal , Tian Lan , Yu Xiang , Moo-Ryong Ra , Yih-Farn R. Chen

Multimedia streaming to mobile devices is challenging for two reasons. First, the way content is delivered to a client must ensure that the user does not experience a long initial playback delay or a distorted playback in the middle of a…

多媒体 · 计算机科学 2014-05-27 Mohammad Ashraful Hoque , Matti Siekkinen , Jukka K. Nurminen , Mika Aalto , Sasu Tarkoma

We explore the problem of automatically inferring the amount of kilocalories used by human during physical activity from his/her video observation. To study this underresearched task, we introduce Vid2Burn -- an omni-source benchmark for…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Kunyu Peng , Alina Roitberg , Kailun Yang , Jiaming Zhang , Rainer Stiefelhagen

Streaming services gradually support high-quality videos for better user experience. However, streaming high-quality video on mobile devices consumes a considerable amount of energy. This paper presents the design and prototype of EVSO,…

多媒体 · 计算机科学 2019-05-17 Kyoungjun Park , Myungchul Kim

The latest trends in the adoption of cloud, edge, and distributed computing, as well as a rise in applying AI/ML workloads, have created a need to measure, monitor, and reduce the carbon emissions of these compute-intensive workloads and…

网络与互联网体系结构 · 计算机科学 2024-06-17 Jacob Goldverg , Hasibul Jamil , Elvis Rodriguez , Tevfik Kosar

The popularization of cloud computing has raised concerns over the energy consumption that takes place in data centers. In addition to the energy consumed by servers, the energy consumed by large numbers of network devices emerges as a…

网络与互联网体系结构 · 计算机科学 2016-11-17 Lin Wang , Fa Zhang , Jordi Arjona Aroca , Athanasios V. Vasilakos , Kai Zheng , Chenying Hou , Dan Li , Zhiyong Liu

The energy demand of modern cloud services, particularly those related to generative AI, is increasing at an unprecedented pace. To date, carbon-aware computing strategies have primarily focused on batch process scheduling or…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Philipp Wiesner , Dennis Grinwald , Philipp Weiß , Patrick Wilhelm , Ramin Khalili , Odej Kao

In recent years, a number of major improvements were introduced in the area of computer networks, energy-efficient network protocols and network management systems. Software Defined Networking (SDN) as a new paradigm for managing complex…

网络与互联网体系结构 · 计算机科学 2016-09-20 Dimitar Minovski , Eric Rondeau , Jean-Philippe Georges

The total energy consumption of today's video coding systems is globally significant and emphasizes the need for sustainable video coder applications. To develop such sustainable video coders, the knowledge of the energy consumption of…

图像与视频处理 · 电气工程与系统科学 2024-10-03 Geetha Ramasubbu , André Kaup , Christian Herglotz

In this paper we show that a small amount of bit stream features can be used to accurately estimate the energy consumption of state-of-the-art software and hardware accelerated decoder implementations for four different video codecs. By…

图像与视频处理 · 电气工程与系统科学 2022-04-22 Christian Herglotz , Yongjun Wen , Bowen Dai , Matthias Kränzler , André Kaup

This paper proposes a method to evaluate and model the power consumption of modern virtual reality playback and streaming applications on smartphones. Due to the high computational complexity of the virtual reality processing toolchain, the…

图像与视频处理 · 电气工程与系统科学 2023-07-18 Christian Herglotz , Stéphane Coulombe , Ahmad Vakili , André Kaup

The distributed system use to enhance the performance of all types of multimedia service in the next generation network. The packet loss occurs in the video on demand system due to delay and huge traffic load from the both sides of client…

网络与互联网体系结构 · 计算机科学 2012-06-18 Soumen Kanrar

Bandwidth consumption is a significant concern for online video service providers. Practical video streaming systems usually use some form of HTTP streaming (progressive download) to let users download the video at a faster rate than the…

多媒体 · 计算机科学 2014-04-11 Liang Chen , Yipeng Zhou , Dah Ming Chiu

Web browsing is the main Internet Service and every customer wants the minimum web page loading times. To satisfy this perpetual need, web browsers offer new processing engines and increased functionalities. Web developers make use of new…

网络与互联网体系结构 · 计算机科学 2020-07-13 Antoine Saverimoutou , Bertrand Mathieu , Sandrine Vaton

Multimedia applications, mainly video streaming services, are currently the dominant source of network load worldwide. In recent Video-on-Demand (VoD) and live video streaming services, traditional streaming delivery techniques have been…

多媒体 · 计算机科学 2024-03-26 Reza Farahani

We present a straightforward, non-intrusive adaptive bit rate streaming segment quality selection policy which aims at extending battery lifetime during playback while limiting the impact on the user's quality of experience, thus benefiting…

图像与视频处理 · 电气工程与系统科学 2024-02-12 César Díaz , Antonio Fernández , Fernando Sacristán , Narciso García

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…

多媒体 · 计算机科学 2020-12-01 Xiangbo Li , Mahmoud Darwich , Magdy Bayoumi , Mohsen Amini Salehi

Wireless visual sensor networks (VSNs) are expected to play a major role in future IEEE 802.15.4 personal area networks (PAN) under recently-established collision-free medium access control (MAC) protocols, such as the IEEE 802.15.4e-2012…

网络与互联网体系结构 · 计算机科学 2014-11-12 Alessandro Redondi , Dujdow Buranapanichkit , Matteo Cesana , Marco Tagliasacchi , Yiannis Andreopoulos