Robust motion estimation on a low-power multi-core DSP

被引:12
作者
Igual, Francisco D. [1 ]
Botella, Guillermo [1 ]
Garcia, Carlos [1 ]
Prieto, Manuel [1 ]
Tirado, Francisco [1 ]
机构
[1] Univ Complutense Madrid, Dept Arquitectura Comp & Automat, E-28040 Madrid, Spain
关键词
Motion estimation; Digital signal processors; Bio-inspired systems; FLOW;
D O I
10.1186/1687-6180-2013-99
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper addresses the efficient implementation of a robust gradient-based optical flow model in a low-power platform based on a multi-core digital signal processor (DSP). The aim of this work was to carry out a feasibility study on the use of these devices in autonomous systems such as robot navigation, biomedical assistance, or tracking, with not only power restrictions but also real-time requirements. We consider the C6678 DSP from Texas Instruments (Dallas, TX, USA) as the target platform of our implementation. The interest of this research is particularly relevant in optical flow scope because this system can be considered as an alternative solution for mid-range video resolutions when a combination of in-processor parallelism with optimizations such as efficient memory-hierarchy exploitation and multi-processor parallelization are applied.
引用
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页数:15
相关论文
共 26 条
[1]   Optimization Strategies for High-Performance Computing of Optical-Flow in General-Purpose Processors [J].
Anguita, Mancia ;
Diaz, Javier ;
Ros, Eduardo ;
Fernandez-Baldomero, F. Javier .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2009, 19 (10) :1475-1488
[2]  
[Anonymous], 2012, TMS320C6678 MULTICOR
[3]  
[Anonymous], 2011, INTRO TMS320C6000 DS
[4]   Lucas-Kanade 20 years on: A unifying framework [J].
Baker, S ;
Matthews, I .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 56 (03) :221-255
[5]   Robust Bioinspired Architecture for Optical-Flow Computation [J].
Botella, Guillermo ;
Garcia, Antonio ;
Rodriguez-Alvarez, Manuel ;
Ros, Eduardo ;
Meyer-Baese, Uwe ;
Molina, Maria C. .
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2010, 18 (04) :616-629
[6]  
De Vleeschouwer C, 2001, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, P953, DOI 10.1109/ICIP.2001.958653
[7]  
Dhoot C., 2011, 2011 IEEE/IFIP 19th International Conference on VLSI and System-on-Chip, P266, DOI 10.1109/VLSISoC.2011.6081649
[8]  
Honegger D, 2012, IEEE INT C INT ROBOT, P5177, DOI 10.1109/IROS.2012.6385530
[9]   DETERMINING OPTICAL-FLOW [J].
HORN, BKP ;
SCHUNCK, BG .
ARTIFICIAL INTELLIGENCE, 1981, 17 (1-3) :185-203
[10]   MOTION ESTIMATION METHOD USING A 3D STEERABLE FILTER [J].
HUANG, CL ;
CHEN, YT .
IMAGE AND VISION COMPUTING, 1995, 13 (01) :21-32