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Article
Parallel connected-Component-Labeling based on homotopy trees
Author/s | Díaz del Río, Fernando
Sánchez Cuevas, Pablo Molina Abril, Helena Real Jurado, Pedro |
Department | Universidad de Sevilla. Departamento de Matemática Aplicada I (ETSII) Universidad de Sevilla. Departamento de Arquitectura y Tecnología de Computadores |
Publication Date | 2020 |
Deposit Date | 2021-06-18 |
Published in |
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Abstract | Taking advantage of the topological and isotopic properties of binary digital images, we present here anew algorithm for connected component labeling (CLL). A local-to-global treatment of the topologicalinformation within ... Taking advantage of the topological and isotopic properties of binary digital images, we present here anew algorithm for connected component labeling (CLL). A local-to-global treatment of the topologicalinformation within the image, allows us to develop an inherent parallel approach. The time complexityorder for an image of m ×n pixels, under the assumption that a processing element exists for each pixel, is near O (log(m + n )) . Additionally, our method computes both the foreground and background CCL, and allows a straightforward computation of topological features like Adjacency Trees. Experiments show thatour method obtains better performance metrics than other approaches. Our work aims at generating anew class of labeling algorithms: those centered in fully parallel approaches based on computationaltopology, thus allowing a perfect concurrent execution in multiple threads and preventing the use ofcritical sections and atomic instructions. |
Funding agencies | Ministerio de Economía y Competitividad (MINECO). España |
Project ID. | MTM2016-81030-P
TEC2012-37868-C04-02 |
Citation | Díaz del Río, F., Sánchez Cuevas, P., Molina Abril, H. y Real Jurado, P. (2020). Parallel connected-Component-Labeling based on homotopy trees. Pattern Recognition Letters, 131 (march 2020), 71-78. |
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