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Pyramidal Connected Component Labeling of Image

عنوان مقاله: Pyramidal Connected Component Labeling of Image
شناسه ملی مقاله: EESCONF04_002
منتشر شده در چهارمین کنفرانس بین المللی مهندسی برق ،الکترونیک و شبکه های هوشمند در سال 1399
مشخصات نویسندگان مقاله:

Majid Banaeyan - Pattern Recognition and Image Processing Group ۱۹۳/۰۳, TU Wien, Vienna, Austria
Wlater G. Kropatsch - Pattern Recognition and Image Processing Group ۱۹۳/۰۳, TU Wien, Vienna, Austria
Rashid Zamanshoar - High Performance Computing, Farmaniyeh, Tehran,Iran

خلاصه مقاله:
In this paper, a new logarithmic-time algorithm is presented which simultaneously assigns labels to all connected components of a binary image. The main advantage of the proposed algorithm is to propagate information in the logarithmic order by using the graph pyramid structure. The irregular combinatorial pyramid is employed to construct the hierarchy and the maximum independent edge sets (MIES) are used to create this pyramid structure in parallel. To assign a label to each connected component, instead of the common linear-time raster scan techniques, only two traversings of the existing pyramid are needed. First, contracting each connected component to a single vertex maintaining all connectivity relations at the top of the pyramid and assign a new label to each vertex. Second, to go top-down and to propagate this unique label into each individual pixel of the binary image. In addition, no relabeling is needed throughout the whole process as it is needed by other algorithms. Finally, the experimental results show the proposed algorithm outperforms the other state-of-the-arts for large images.

کلمات کلیدی:
Combinatorial Pyramid, Parallel Processing, Invariant Topology, Connected Component Labeling, image graph pyramid, image processing.

صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/1143139/