Title :
On proper simulation of chromatin structure in static images as well as in time-lapse sequences in fluorescence microscopy
Author :
Svoboda, David ; Ulman, Vladimir ; Peterlik, Igor
Author_Institution :
Centre for Biomed. Image Anal., Masaryk Univ., Brno, Czech Republic
Abstract :
In fluorescence microscopy, where the benchmark datasets for validating the various image analysis methods are difficult to obtain, a great demand is either for manually annotated real image data or for realistic computer generated ones. In the last two decades, the latter case has become more and more accessible due to an increasing computer capabilities. However, the development of elaborate models, especially in the field of fluorescence microscopy imaging, is less progressive. In this paper, we propose a novel approach, based on well established concepts, to properly imitate the structure of chromatin inside the interphase cell nucleus as well as its dynamics. The performance of the approach was quantitatively evaluated against the real data. The results show that the produced images are sufficiently plausible and visually resemble their real counter parts, both for fixed and living cells.
Keywords :
biological techniques; fluorescence; optical microscopy; proteins; time series; chromatin structure; computer capabilities; fluorescence microscopy imaging; image analysis methods; interphase cell nucleus; living cells; proper simulation; static images; time-lapse sequences; Biological system modeling; Computational modeling; Computers; Microscopy; Noise; Three-dimensional displays; Chromatin structure; FEM; Linear elasticity; Nucleus deformation; Simulation; Synthetic cell;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7163972