Quality-aware Video Decoding on Thermally-constrained MPSoC Platforms

被引:0
|
作者
Gangadharan, Deepak [1 ]
Teich, Juergen [1 ]
Chakraborty, Samarjit [2 ]
机构
[1] Univ Erlangen Nurnberg, Dept Comp Sci, Erlangen, Germany
[2] Tech Univ Munich, Inst Real Time Comp Syst, Munich, Germany
关键词
ENERGY OPTIMIZATION;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Current mobile devices extensively run video players that are power hungry. Further, higher power densities as a result of technology scaling results in higher on-chip temperatures. Unlike general purpose computer systems, mobile devices that run on batteries cannot afford to have expensive cooling mechanisms. Therefore, in order to satisfy thermal constraints while running power hungry applications, dynamic thermal management (DTM) techniques have been employed. For multimedia applications, the techniques primarily relied on dynamic voltage and frequency scaling (DVFS) and dynamic power management (DPM) while taking care that maximum video quality is achieved. However, no prior work has exploited frame drops to lower the inserted idle times under predetermined quality constraints. In this work, we propose a DPM framework that utilizes frame drops to dynamically insert low idle times in order to satisfy a peak temperature constraint under a given quality constraint. This also reduces the end-to-end latency. The latencies are further reduced by maintaining lightweight workload histories. For the videos used in our experiments, it was observed that a small reduction in quality of 2 dB (reduction from 32 dB to 30 dB) due to frame drops in motion videos results in a maximum latency reduction of 1.7 sec.
引用
收藏
页码:256 / 263
页数:8
相关论文
共 49 条
  • [41] NEW DOMAIN DECOMPOSITION METHOD FOR QUALITY-AWARE PARALLEL H.264 VIDEO CODING
    Aboalmaaly, Mohammed Faiz
    Abdullah, Rosni
    Kattan, Ali
    MALAYSIAN JOURNAL OF COMPUTER SCIENCE, 2014, 27 (03) : 186 - 203
  • [42] Quality-Aware Popularity Based Bandwidth Allocation for Scalable Video Broadcast over Wireless Access Networks
    Chowdhury, Mostafa Zaman
    Jang, Yeong Min
    JOURNAL OF INTERNET TECHNOLOGY, 2015, 16 (06): : 1089 - 1098
  • [43] Towards fine-grained adaptive video captioning via Quality-Aware Recurrent Feedback Network
    Xu, Tianyang
    Zhang, Yunjie
    Song, Xiaoning
    Wu, Xiao-Jun
    EXPERT SYSTEMS WITH APPLICATIONS, 2025, 261
  • [44] Quality-aware video streaming over wireless mesh networks with optimal dynamic routing and time allocation
    Shiang, Hsien-Po
    Krishnaswamy, Dilip
    van der Schaar, Mihaela
    2006 FORTIETH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, VOLS 1-5, 2006, : 969 - +
  • [45] Video Quality-Aware Traffic Offloading System for Video Streaming Services Over 5G Networks With Dual Connectivity
    Park, Gi Seok
    Song, Hwangjun
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (06) : 5928 - 5943
  • [46] 3DSportNet: 3D sport reconstruction by quality-aware deep multi-video summation
    Liu, Zhenkun
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2019, 65
  • [47] Quality-Aware Video Offloading in Mobile Edge Computing: A Data-driven Two-stage Stochastic Optimization
    Ma, Weibin
    Mashayekhy, Lena
    2021 IEEE 14TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD 2021), 2021, : 594 - 599
  • [48] QUALITY-AWARE VIDEO BASED ON ROBUST EMBEDDING OF INTRA- AND INTER-FRAME REDUCED-REFERENCE FEATURES
    Zeng, Kai
    Wang, Zhou
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 3229 - 3232
  • [49] Bitrate-adaptive and quality-aware HTTP video streaming with the multi-access edge computing server handoff control
    Huang, Chung-Ming
    Hu, Zi-Yuan
    MULTIMEDIA SYSTEMS, 2024, 30 (04)