Objective threshold selection procedure (OTS) for segmentation of scanning laser confocal microscope images

被引:46
作者
Xavier, JB
Schnell, A
Wuertz, S
Palmer, R
White, DC
Almeida, JS
机构
[1] Med Univ S Carolina, Dept Biometry & Epidemiol, Charleston, SC 29425 USA
[2] Oak Ridge Natl Lab, Div Environm Sci, Oak Ridge, TN 37831 USA
[3] Univ Tennessee, Ctr Environm Biotechnol, Knoxville, TN 37932 USA
[4] Natl Inst Dent Craniofacial Res, NIH, Oral Infect & Immun Branch, Bethesda, MD 20892 USA
[5] Tech Univ Munich, Inst Water Qual Control & Waste Management, D-85748 Garching, Germany
[6] Univ Nova Lisboa, Inst Tecnol Quim & Biol, P-2780 Oeiras, Portugal
关键词
objective threshold selection; confocal laser scanning microscopy; robust automatic threshold selection;
D O I
10.1016/S0167-7012(01)00298-6
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The determination of volumes and interface areas from confocal laser scanning microscopy (CLSM) images requires the identification of component objects by segmentation. An automated method for the determination of segmentation thresholds for CLSM imaging of biofilms was developed. The procedure, named objective threshold selection (OTS), is a three-dimensional development of the approach introduced by the popular robust automatic threshold selection (RATS) method. OTS is based on the statistical properties of local gray-values and gradients in the image, By characterizing the dependence between a volumetric feature and the intensity threshold used for image segmentation, the former can be determined with an arbitrary confidence level, with no need for user intervention. The identification of an objective segmentation procedure renders the possibility for the full automation of volume and interfacial area measurement. Images from two distinct biofilm systems, acquired using different experimental techniques and instrumental setups were segmented by OTS to determine biofilm volume and interfacial area. The reliability of measurements for each case was analyzed to identify optimal procedure for image acquisition. The automated OTS method was shown to reproduce values obtained manually by an experienced operator. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:169 / 180
页数:12
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