A Linked List-Based Algorithm for Blob Detection on Embedded Vision-Based Sensors

被引:10
|
作者
Acevedo-Avila, Ricardo [1 ]
Gonzalez-Mendoza, Miguel [1 ]
Garcia-Garcia, Andres [1 ]
机构
[1] Tecnol Monterrey, Dept Postgrad Studies, Campus Estado Mexico, Atizapan De Zaragoza 52926, Estado De Mexic, Mexico
关键词
embedded computer vision; field programmable gate array (FPGA); object detection; TIME; ROBUST; SURVEILLANCE; SYSTEM;
D O I
10.3390/s16060782
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Blob detection is a common task in vision-based applications. Most existing algorithms are aimed at execution on general purpose computers; while very few can be adapted to the computing restrictions present in embedded platforms. This paper focuses on the design of an algorithm capable of real-time blob detection that minimizes system memory consumption. The proposed algorithm detects objects in one image scan; it is based on a linked-list data structure tree used to label blobs depending on their shape and node information. An example application showing the results of a blob detection co-processor has been built on a low-powered field programmable gate array hardware as a step towards developing a smart video surveillance system. The detection method is intended for general purpose application. As such, several test cases focused on character recognition are also examined. The results obtained present a fair trade-off between accuracy and memory requirements; and prove the validity of the proposed approach for real-time implementation on resource-constrained computing platforms.
引用
收藏
页数:25
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