HIGH-RESOLUTION SEGMENTATION OF CERVICAL CELLS

被引:20
作者
BENGTSSON, E
ERIKSSON, O
HOLMQUIST, J
NORDIN, B
STENKVIST, B
机构
[1] UNIV UPPSALA HOSP,DEPT CLIN CYTOL,S-75014 UPPSALA,SWEDEN
[2] UNIV UPPSALA,DEPT PHYS,S-75121 UPPSALA,SWEDEN
[3] UNIV UPPSALA,DEPT COMP SCI,S-75121 UPPSALA,SWEDEN
关键词
D O I
10.1177/27.1.374630
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
A major problem in the automation of cervical cytology screening is the segmentation of cell images. This paper presents the present status of the work on that problem at the University of Uppsala. A dual resolution system is used. Suspect malignant cells are located at 4μ resolution. Each such cell is rescanned at 0.5μ resolution at two different wavelengths, 530 and 570 nm. The nucleus and the cytoplasm are isolated each by two independent methods. For the nucleus adaptive thresholding in the histogram of the 570 nm image and a contouring in a radially transformed version of that image is used. For the cytoplasm a two dimensional thresholding in the 2D histogram and a contouring in a radially transformed version of the 530 nm image is used. If the two nuclear masks agree the surrounding area is checked for disturbing objects. If also the cytoplasm masks agree and are without disturbing objects the whole cell is accepted. The result of the segmentation is thus three categories: free cells, free nuclei and rejected objects. The shape of the objects belonging to the former two categories is checked and irregularly shaped ones are rejected as probably consisting of several overlapping nuclei. Cells passing also this test are classified as normal or malignant. The experience from using this algorithm is discussed and areas for further research are pointed out.
引用
收藏
页码:621 / 628
页数:8
相关论文
共 14 条
[1]   MULTI-SPECTRAL APPROACH FOR SCENE ANALYSIS OF CERVICAL CYTOLOGY SMEARS [J].
AGGARWAL, RK ;
BACUS, JW .
JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1977, 25 (07) :668-680
[2]  
BENGTSSON E, 1977, THESIS UPPSALA U
[3]   SEGMENTATION OF CERVICAL CELL IMAGES [J].
CAHN, RL ;
POULSEN, RS ;
TOUSSAINT, G .
JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1977, 25 (07) :681-688
[4]  
Davis L S, 1975, COMPUTER GRAPHICS IM, V4, P248, DOI DOI 10.1016/0146-664X(75)90012-X
[5]  
Group C., 1974, COMPUT VISION GRAPH, V3, P350, DOI 10.1016/0146-664X(74)90029-X
[6]   MICROSPECTROPHOTOMETRIC STUDY OF PAPANICOLAOU-STAINED CERVICAL CELLS AS AN AID IN COMPUTERIZED IMAGE-PROCESSING [J].
HOLMQUIST, J ;
IMASATO, Y ;
BENGTSSON, E ;
OLSEN, B ;
STENKVIST, B .
JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1976, 24 (12) :1218-1224
[7]   COMPUTER-ANALYSIS OF CERVICAL CELLS AUTOMATIC FEATURE EXTRACTION AND CLASSIFICATION [J].
HOLMQUIST, J ;
BENGTSSON, E ;
ERIKSSON, O ;
NORDIN, B ;
STENKVIST, B .
JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1978, 26 (11) :1000-1017
[8]   PROGRAM SYSTEM FOR INTERACTIVE MEASUREMENTS ON DIGITIZED CELL IMAGES [J].
HOLMQUIST, J ;
BENGTSSON, E ;
ERIKSSON, O ;
STENKVIST, B .
JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1977, 25 (07) :641-654
[9]  
NOGUCHI Y, 1978, B ELECTROTECH LAB
[10]  
NORBERG R, 1976, OSIRIS ELECTRONICS C