CLASSIFICATION OF BREAST-TISSUE BY TEXTURE ANALYSIS

被引：89

作者：

MILLER, P

ASTLEY, S

机构：

[1] Wolfson Image Analysis Unit, Department of Medical Biophysics, Manchester, M13 9PT, University Manchester. Stopford Building, Oxford Rd.

来源：

IMAGE AND VISION COMPUTING | 1992年 / 10卷 / 05期

关键词：

COMPUTERIZED MAMMOGRAPHY; TEXTURE SEGMENTATION; MEDICAL IMAGE INTERPRETATION;

D O I：

10.1016/0262-8856(92)90042-2

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The identification of glandular tissue in breast x-rays (mammograms) is important in assessing asymmetry between left and right breasts, and in estimating the radiation risk associated with screening. We have performed experiments to investigate texture-based discrimination between glandular and fatty regions. Results have been compared with a consensus of expert opinions, and a correct classification rate of 80% has been achieved on a set of 40 mammograms.

引用

页码：277 / 282

页数：6

共 22 条

[1] ASTLEY SM, 1990, 1ST P BRIT MACH VIS, P253
[2] CHARACTERIZATION OF MAMMOGRAPHIC PARENCHYMAL PATTERN BY FRACTAL DIMENSION
CALDWELL, CB
STAPLETON, SJ
HOLDSWORTH, DW
JONG, RA
WEISER, WJ
COOKE, G
YAFFE, MJ
[J]. PHYSICS IN MEDICINE AND BIOLOGY, 1990, 35 (02) : 235 - 247
[3] IMPROVEMENT IN RADIOLOGISTS DETECTION OF CLUSTERED MICROCALCIFICATIONS ON MAMMOGRAMS - THE POTENTIAL OF COMPUTER-AIDED DIAGNOSIS
CHAN, HP
DOI, K
VYBORNY, CJ
SCHMIDT, RA
METZ, CE
LAM, KL
OGURA, T
WU, YZ
MACMAHON, H
[J]. INVESTIGATIVE RADIOLOGY, 1990, 25 (10) : 1102 - 1110
[4] TEXTURE FEATURE PERFORMANCE FOR IMAGE SEGMENTATION
DUBUF, JMH
KARDAN, M
SPANN, M
[J]. PATTERN RECOGNITION, 1990, 23 (3-4) : 291 - 309
[5] GIGER ML, 1990, P SOC PHOTO-OPT INS, V1233, P183
[6] COMPUTER-SCREENING OF XERO-MAMMOGRAMS - TECHNIQUE FOR DEFINING SUSPICIOUS AREAS OF THE BREAST
HAND, W
SEMMLOW, JL
ACKERMAN, LV
ALCORN, FS
[J]. COMPUTERS AND BIOMEDICAL RESEARCH, 1979, 12 (05): : 445 - 460
[7] STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE
HARALICK, RM
[J]. PROCEEDINGS OF THE IEEE, 1979, 67 (05) : 786 - 804
[8] HUFTON AP, 1991, BR J RADIOLOGY, V64
[9] Judea Pearl, 1988, PROBABILISTIC REASON
[10] KIMME C, 1975, DATA STRUCTURES COMP

← 1 2 3 →