DocumentCode
3311403
Title
Inter-extrema profile analysis for a texture coarseness estimate in automatic metaphase finding
Author
Vega-Alvarado, Leticia ; Márquez, Jorge ; Corkidi, Gabriel
Author_Institution
Centro de Instrumentos, Univ. Autonoma Metropolitana, Mexico City, Mexico
fYear
2001
fDate
2001
Firstpage
159
Lastpage
162
Abstract
As part of a larger effort for automated metaphase finding in cell proliferation studies, we report our experiences with a texture coarseness measure of intensity profile samples. This measure is highly specific to gray-level inter-extrema roughness features in microscopic images of metaphase spreads. Chromosome fragments produce patterns of pixels at low-resolution, and the local neighborhood of their individual extrema presents a characteristic coarseness. Artifacts as well as other cytological objects like stimulated or non-stimulated nuclei give rise to similar discrete patterns. Using a stereological-based approach, we propose the inter-extrema profile range (IEPR) analysis, which allows the estimation of 2D texture coarseness through statistical features of 1D signatures. Results of its use on images of fields of metaphases and artifacts are compared with the mean depth-width ratio of extrema and other texture measures
Keywords
cellular biophysics; feature extraction; image texture; parameter estimation; 1D signature statistical features; 2D feature extraction; 2D texture coarseness estimate; automatic metaphase finding; cell proliferation studies; chromosome fragments; cytological objects; gray-level inter-extrema roughness features; inter-extrema profile analysis; inter-extrema profile range analysis; mean depth-width ratio of extrema; metaphase spreads; microscopic images; stereological-based approach; Automation; Bayesian methods; Biological cells; Data mining; Image texture analysis; Instruments; Microscopy; Neural networks; Surface morphology; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing and Analysis, 2001. ISPA 2001. Proceedings of the 2nd International Symposium on
Conference_Location
Pula
Print_ISBN
953-96769-4-0
Type
conf
DOI
10.1109/ISPA.2001.938621
Filename
938621
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