کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
534924 870304 2010 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Identifying touching and overlapping chromosomes using the watershed transform and gradient paths
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Identifying touching and overlapping chromosomes using the watershed transform and gradient paths
چکیده انگلیسی

Automation of chromosome analysis has long been considered as a difficult task. However the advent of Multiplex Fluorescence In Situ Hybridization (M-FISH) made the analysis of chromosomes much easier. Nevertheless, the chromosomes in an M-FISH image do very often partially occlude each other; hence, their segmentation is not trivial and requires the application of a dedicated procedure. In this paper a method is presented for the segmentation of touching and overlapping groups of chromosomes in M-FISH images. Initially, the watershed transform is applied and the image is decomposed into watershed regions. Next, gradient paths starting from points of high concavity are computed for each produced region. Finally, adjacent regions are merged producing the final chromosome areas. To validate our method a benchmark database of 183 M-FISH images has been used. The proposed algorithm resulted in a 90.6% success rate for touching chromosomes and 80.4% for overlapping groups of chromosomes.

Research highlights
► The watershed transform aids the separation of groups of chromosomes.
► Gradient paths are used for the first time to separate groups of chromosomes.
► Region merging and splitting technique is used to merge or separate chromosomes.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 31, Issue 16, 1 December 2010, Pages 2474–2488
نویسندگان
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