Title :
Papsynth: simulated bright-field images of cervical smears
Author :
Malm, Patrik ; Brun, Anders ; Bengtsson, Ewert
Author_Institution :
Centre for Image Anal., Uppsala, Sweden
Abstract :
In this paper, we present a simulator for bright-field microscope images of “Pap-smears”, which is the most common technique used today for cervical cancer screening. Lacking a ground truth for real images, these realistic synthetic images may be used to tune and validate image analysis and processing algorithms. We demonstrate this for two tasks: uncorrelated noise removal and nucleus segmentation. The simulator is a part of a larger project, aiming at automatic, cost efficient screening for cervical cancer in developing countries.
Keywords :
biological organs; biomedical optical imaging; cancer; gynaecology; image denoising; image segmentation; medical image processing; Papsynth; bright-field microscope; cervical cancer; cervical smear; image processing; nucleus segmentation; pap-smear; uncorrelated noise removal; Analytical models; Biological materials; Cervical cancer; Feature extraction; Humans; Image analysis; Image generation; Image segmentation; Image texture analysis; Microscopy; Pap-smears; cervical cancer; synthetic images; validation;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490401