EFFICIENT 2x2 BLOCK-BASED CONNECTED COMPONENTS LABELING ALGORITHMS

被引:0
|
作者
Santiago, Diego J. C. [1 ]
Ren, Tsang Ing [1 ]
Cavalcanti, George D. C. [1 ]
Jyh, Tsang Ing [2 ]
机构
[1] Univ Fed Pernambuco, Ctr Informat, Recife, PE, Brazil
[2] Alcatel Lucent, Louvain, Belgium
关键词
Connected components labeling; block-based; one-and-a-half-scan; image processing; image analysis; TRACKING;
D O I
暂无
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 presents three new efficient 2x2 block-based algorithms for connected components labeling: a two-scan which assigns provisional labels to blocks, a two-scan which assigns provisional labels to pixels and a one-and-a-half-scan which assigns provisional labels to blocks. A new stripe image representation is designed in order to perform the second pass only through the blocks containing some foreground pixel. We also improved the existing 2x2 block-based algorithms by utilizing information of a pixel during a transition in the mask, which allows checking of four neighbor pixels in the mask at most. Thus, the average number of checking operations needed to inspect the neighbor pixels in the first scan is reduced from 1.459 to 1.156, an improvement of 21%. We conducted experiments using synthetic and real images to evaluate the performance of the proposed methods compared to the existing methods. The proposed block-based one-and-a-half-scan algorithm presents the best performance in the real images dataset, which is composed of 1290 documents. Our block-based two-scan algorithm which assigns provisional labels to pixels showed to be the fastest in the synthetic dataset, especially in high density images.
引用
收藏
页码:4818 / 4822
页数:5
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