Title :
Buffer management for multi-application image processing on multi-core platforms: Analysis and case study
Author :
Ko, Dong-Ik ; Won, Nara ; Bhattacharyya, Shuvra S.
Author_Institution :
ASP Div., DSPS Syst., Texas Instrum., Dallas, TX, USA
Abstract :
Due to the limited amounts of on-chip memory, large volumes of data, and performance and power consumption overhead associated with interprocessor communication, efficient management of buffer memory is critical to multi-core image processing. To address this problem, this paper develops new modeling and analysis techniques based on dataflow representations, and demonstrates these techniques on a multi-core implementation case study involving multiple, concurrently-executing image processing applications. Our techniques are based on careful representation and exploitation of frame- or block-based operations, which involve repeated invocations of the same computations across regularly- arranged subsets of data. Using these new approaches to manage block-based image data, this paper demonstrates methods to analyze synchronization overhead and FIFO buffer sizes when mapping image processing applications onto heterogeneous, multi core architectures.
Keywords :
buffer storage; data flow computing; image representation; memory architecture; power consumption; set theory; storage management chips; FIFO buffer sizes; block-based image data; buffer memory management; concurrently-executing image processing application; data flow representation; data subset; image processing application; interprocessor communication; multiapplication image processing; multicore image processing; on-chip memory; power consumption overhead; synchronization overhead; Digital signal processing; Energy consumption; Energy management; Engineering management; Hardware; Image analysis; Image processing; Memory management; Runtime; Scheduling; dataflow; multiprocessing; shared memory;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495515