Efficient Content Analysis Engine for Visual Surveillance Network

被引:18
作者
Chan, Wei-Kai [1 ]
Chang, Jing-Ying [1 ]
Chen, Tse-Wei [1 ]
Tseng, Yu-Hsiang [1 ]
Chien, Shao-Yi [1 ]
机构
[1] Natl Taiwan Univ, Grad Inst Elect Engn, Taipei 10764, Taiwan
关键词
Content analysis engine; smart camera; surveillance; system-on-a-chip; ARCHITECTURES; PARALLELISM; TRACKING; CAMERAS; MOTION;
D O I
10.1109/TCSVT.2009.2017408
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
In the next-generation visual surveillance systems, content analysis tools will be integrated. In this paper, to accelerate these tools, it is proposed to integrate a hardware content analysis engine into a smart camera system-on-a-chip (SoC). A smart camera SoC hardware architecture with the proposed visual content analysis engine is first presented. This engine consists of dedicated accelerators and a programmable morphology coprocessor. Stream processing design concept, frame-level pipelining, and subword level parallelism are employed together to efficiently utilize the bandwidth of the system bus and achieve high throughput. The implementation results show that, with 168 K logic gates and 40.63 Kb on-chip memory, a processing speed of 30 640 x 480 frames/s can be achieved, while the operations of video object segmentation, object description and tracking, and face detection and scoring are supported.
引用
收藏
页码:693 / 703
页数:11
相关论文
共 37 条
[1]  
[Anonymous], 1982, IMAGE ANAL MATH MORP
[2]  
[Anonymous], PETS2001 Dataset
[3]  
[Anonymous], 2000, Proceedings of the 6th European Conference on Computer Vision-Part II (ECCV '00), DOI DOI 10.1007/3-540-45053-X_48
[4]   Tracking video objects in cluttered background [J].
Cavallaro, A ;
Steiger, O ;
Ebrahimi, T .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2005, 15 (04) :575-584
[5]   Face segmentation using skin-color map in videophone applications [J].
Chai, D ;
Ngan, KN .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1999, 9 (04) :551-564
[6]   Real-time memory-efficient video object segmentation in dynamic background with multi-background registration technique [J].
Chan, Wei-Kai ;
Chien, Shao-Yi .
2007 IEEE NINTH WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 2007, :219-222
[7]  
CHAN WK, 2006, P IEEE MULT SIGN PRO, P170
[8]   Message from the Editor-in-Chief [J].
Chen, Chang Wen .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2008, 18 (01) :1-2
[9]  
Chen JC, 2007, IEEE CUST INTEGR CIR, P81
[10]   Efficient face detection with segmentation and feature-based face scoring in surveillance systems [J].
Chen, Tse-Wei ;
Chan, Wei-Kai ;
Chien, Shao-Yi .
2007 IEEE NINTH WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 2007, :215-218