Generation of 3D Digital Phantoms of Colon Tissue

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Publikace nespadá pod Ekonomicko-správní fakultu, ale pod Fakultu informatiky. Oficiální stránka publikace je na webu muni.cz.
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SVOBODA David HOMOLA Ondřej STEJSKAL Stanislav

Rok publikování 2011
Druh Článek ve sborníku
Konference Proceedings of 8th International Conference on Image Analysis and Recognition
Fakulta / Pracoviště MU

Fakulta informatiky

Citace
Doi http://dx.doi.org/10.1007/978-3-642-21596-4_4
Obor Využití počítačů, robotika a její aplikace
Klíčová slova Digital phantom; Colon tissue; Simulation; Haralick texture features
Popis Although segmentation of biomedical image data has been paid a lot of attention for many years, this crucial task still meets the problem of the correctness of the obtained results. Especially in the case of optical microscopy, the ground truth (GT), which is a very important tool for the validation of image processing algorithms, is not available. We have developed a toolkit that generates fully 3D digital phantoms, that represent the structure of the studied biological objects. While former papers concentrated on the modelling of isolated cells (such as blood cells), this work focuses on a representative of tissue image type, namely human colon tissue. This phantom image can be submitted to the engine that simulates the image acquisition process. Such synthetic image can be further processed, e.g. deconvolved or segmented. The results can be compared with the GT derived from the digital phantom and the quality of the applied algorithm can be measured.
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