کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
534441 870254 2010 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Affine invariant matching of broken boundaries based on simple genetic algorithm and contour reconstruction
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Affine invariant matching of broken boundaries based on simple genetic algorithm and contour reconstruction
چکیده انگلیسی

Viewpoint independent identification of fragmented object contours can be accomplished by matching them against a collection of known reference models. For the class of near-planar objects, the matching process can be posed as the search for the existence of an affine transform between a pair of contours. Recently, it has been demonstrated that the search process can be accomplished with the integration of a simple genetic algorithm (SGA) and a quality migrant injection (QMI) operation. The performance is superior to prior arts based on the use of SGA alone in terms of success rates and computation speed. The downside of such approach is the need of more computation time for generating quality migrants in the course of evolution. In this paper, we have proposed a solution to overcome this problem. Our method has two major contributions. The first one is a scheme which enables a closed boundary to be extracted from a set of fragmented object points, and represented as a one-dimensional (1 − D) sequence. Second, we have applied SGA to determine the similarity between a pair of closed boundaries by searching the existence of three correspondence point pairs in their 1 − D sequences. As a result of these two contributions, the proposed method is substantially faster than the SGA–QMI scheme, and also capable of attaining close to 100% success rate in identifying matched contours.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 31, Issue 9, 1 July 2010, Pages 771–780
نویسندگان
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