Smart Karyotyping Image Selection Based on Commonsense Knowledge Reasoning - Publikacja - MOST Wiedzy

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Smart Karyotyping Image Selection Based on Commonsense Knowledge Reasoning

Abstrakt

Karyotyping requires chromosome instances to be segmented and classified from the metaphase images. One of the difficulties in chromosome segmentation is that the chromosomes are randomly positioned in the image, and there is a great chance for chromosomes to be touched or overlap with others. It is always much easier for operators and automatic programs to tackle images without overlapping chromosomes than ones with largely overlapped chromosomes. In order to reduce the processing difficulty, adding a smart image selection procedure ahead of segmentation is practical and necessary. In this paper, we introduce the Smart Karyotyping Image Selection (SKIS) based on Commonsense Knowledge Reasoning. The initial experiment demonstrates that the proposed approach can select the expected images based on reasoning and benefit following karyotyping processes.

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Informacje szczegółowe

Kategoria:
Publikacja w czasopiśmie
Typ:
artykuły w czasopismach
Opublikowano w:
CYBERNETICS AND SYSTEMS nr 55, strony 668 - 677,
ISSN: 0196-9722
Język:
angielski
Rok wydania:
2024
Opis bibliograficzny:
Xu Y., Shi L., Wang J., Zhang H., Szczerbicki E.: Smart Karyotyping Image Selection Based on Commonsense Knowledge Reasoning// CYBERNETICS AND SYSTEMS -Vol. 55,iss. 3 (2024), s.668-677
DOI:
Cyfrowy identyfikator dokumentu elektronicznego (otwiera się w nowej karcie) 10.1080/01969722.2022.2162738
Źródła finansowania:
  • COST_FREE
Weryfikacja:
Politechnika Gdańska

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