Title :
Speed-up image processing on mobile CPU and GPU
Author :
Baek, A. Ram ; Kangwoon Lee ; Haechul Choi
Author_Institution :
Dept. of Multimedia Eng., Hanbat Nat. Univ., Daejeon, South Korea
Abstract :
As GPU becomes an integrated component in handheld devices, this paper introduces a speed-up image processing method utilizing low-power GPU and CPU in mobile platforms. When using GPU for general-purpose computing as well as CPU, data format conversion and data transfer to the other processor unit should be conducted. Moreover, idle time may occur whenever a processor unit is deliberately kept idle in the face of waiting tasks of the other processor unit. Considering these limitations, video decoding and data format conversion tasks are distributed to CPU side and image processing task is assigned to GPU side. These tasks of CPU and GPU are performed in parallel. Furthermore, to balance different capabilities of the processors, buffer control is implemented between the processors. The experimental results show that the proposed method can achieve significant speed-up compared to CPU and GPU sequential processing structure.
Keywords :
graphics processing units; image processing; mobile computing; CPU sequential processing structure; GPU sequential processing structure; buffer control; data format conversion; data transfer; general purpose computing; handheld devices; integrated component; mobile CPU; mobile GPU; mobile platforms; speed-up image processing; video decoding; Central Processing Unit; Graphics processing units; Image processing; Mobile communication; Mobile handsets; Performance evaluation; Process control; image processing; mobile; parallel processing;
Conference_Titel :
Multimedia and Broadcasting (APMediaCast), 2015 Asia Pacific Conference on
Conference_Location :
Kuta
Print_ISBN :
978-1-4799-7966-0
DOI :
10.1109/APMediaCast.2015.7210286