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Transformers provide promising accuracy and have become popular and used in various domains such as natural language processing and computer vision. However, due to their massive number of model parameters, memory and computation…

Machine Learning · Computer Science 2021-07-01 Hamid Tabani , Ajay Balasubramaniam , Shabbir Marzban , Elahe Arani , Bahram Zonooz

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…

Image and Video Processing · Electrical Eng. & Systems 2024-10-03 Geetha Ramasubbu , André Kaup , Christian Herglotz

Mobile Virtual Reality (VR) is essential to achieving convenient and immersive human-computer interaction and realizing emerging applications such as Metaverse. However, existing VR technologies require two separate renderings of binocular…

Graphics · Computer Science 2025-06-19 Xingyu Chen , Xinmin Fang , Shuting Zhang , Xinyu Zhang , Liang He , Zhengxiong Li

Estimating power consumption in modern Cloud environments is essential for carbon quantification toward green computing. Specifically, it is important to properly account for the power consumed by each of the running applications, which are…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Sunyanan Choochotkaew , Chen Wang , Huamin Chen , Tatsuhiro Chiba , Marcelo Amaral , Eun Kyung Lee , Tamar Eilam

Due to their highly parallel multi-cores architecture, GPUs are being increasingly used in a wide range of computationally intensive applications. Compared to CPUs, GPUs can achieve higher performances at accelerating the programs'…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-05 Frédéric Magoulès , Abal-Kassim Cheik Ahamed , Alban Desmaison , Jean-Christophe Léchenet , François Mayer , Haifa Ben Salem , Thomas Zhu

Shading reduces the power output of a photovoltaic (PV) system. The design engineering of PV systems requires modeling and evaluating shading losses. Some PV systems are affected by complex shading scenes whose resulting PV energy losses…

Other Computer Science · Computer Science 2014-10-22 Jesus Robledo , Jonathan Leloux , Eduardo Lorenzo

In this paper, we investigate the problem of power control for streaming variable-bit-rate (VBR) videos in a device-to-device (D2D) wireless network. A VBR video traffic model that considers video frame sizes and playout buffers at the…

Networking and Internet Architecture · Computer Science 2018-02-16 Chuang Ye , M. Cenk Gursoy , Senem Velipasalar

In this paper, we present a bit stream feature based energy model that accurately estimates the energy required to decode a given HEVC-coded bit stream. Therefore, we take a model from literature and extend it by explicitly modeling the…

Image and Video Processing · Electrical Eng. & Systems 2022-03-02 Christian Herglotz , Dominic Springer , Marc Reichenbach , Benno Stabernack , André Kaup

A Web browser utilizes a device's CPU to parse HTML, build a Document Object Model, a Cascading Style Sheets Object Model, and render trees, and parse, compile, and execute computationally-heavy JavaScript. A powerful CPU is required to…

Performance · Computer Science 2020-03-17 Utkarsh Goel , Stephen Ludin , Moritz Steiner

Video super-resolution is one of the most popular tasks on mobile devices, being widely used for an automatic improvement of low-bitrate and low-resolution video streams. While numerous solutions have been proposed for this problem, they…

We report results from a measurement study of three video streaming services, YouTube, Dailymotion and Vimeo on six different smartphones. We measure and analyze the traffic and energy consumption when streaming different quality videos…

Multimedia · Computer Science 2012-09-14 Mohammad Ashraful Hoque , Matti Siekkinen , Jukka K. Nurminen , Mika Aalto

Smartphones and smartphone apps have undergone an explosive growth in the past decade. However, smartphone battery technology hasn't been able to keep pace with the rapid growth of the capacity and the functionality of smartphones and apps.…

Human-Computer Interaction · Computer Science 2018-01-15 Huoran Li , Xuanzhe Liu , Qiaozhu Mei

For better reliability and prolonged battery life, it is important that users and vendors understand the quality of charging and the performance of smartphone batteries. Considering the diverse set of devices and user behavior it is a…

Other Computer Science · Computer Science 2016-07-22 Mohammad A. Hoque , Sasu Tarkoma

Data centres are very fast growing structures with significant contribution to the world's energy consumption. Reducing the energy consumption of data centres is easier when the components that comprise a data centre and their respective…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-04 R. Rahmani , I. Moser , M. Seyedmahmoudian

This paper presents a set of models dedicated to describe a flash storage subsystem structure, functions, performance and power consumption behaviors. These models cover a large range of today's NAND flash memory applications. They are…

Performance · Computer Science 2013-07-05 Pierre Olivier , Jalil Boukhobza , Eric Senn

In this paper, we show that processor events like instruction counts or cache misses can be used to accurately estimate the processing energy of software video decoders. Therefore, we perform energy measurements on an ARM-based evaluation…

Image and Video Processing · Electrical Eng. & Systems 2023-07-27 Christian Herglotz , André Kaup

The global significance of energy consumption of video communication renders research on the energy need of video coding an important task. To do so, usually, a dedicated setup is needed that measures the energy of the encoding and decoding…

Image and Video Processing · Electrical Eng. & Systems 2024-10-03 Geetha Ramasubbu , André Kaup , Christian Herglotz

Developing energy-efficient video encoding algorithms is highly important due to the high processing complexities and, consequently, the high energy demand of the encoding process. To accomplish this, the energy consumption of the video…

Image and Video Processing · Electrical Eng. & Systems 2024-10-04 Geetha Ramasubbu , Andrè Kaup , Christian Herglotz

Virtualization is growing rapidly as a result of the increasing number of alternative solutions in this area, and of the wide range of application field. Until now, hypervisor-based virtualization has been the de facto solution to perform…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-30 Roberto Morabito

This paper presents a machine learning-based approach to estimate the energy consumption of virtual servers without access to physical power measurement interfaces. Using resource utilization metrics collected from guest virtual machines,…

Machine Learning · Computer Science 2025-09-15 Amandip Sangha