Automatic segmentation of liver structure in CT images
- Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, The University of Chicago, Chicago, Illinois 60637 (United States)
The segmentation and three-dimensional representation of the liver from a computed tomography (CT) scan is an important step in many medical applications, such as in the surgical planning for a living-donor liver transplant and in the automatic detection and documentation of pathological states. A method is being developed to automatically extract liver structure from abdominal CT scans using [ital a] [ital priori] information about liver morphology and digital image-processing techniques. Segmentation is performed sequentially image-by-image (slice-by-slice), starting with a reference image in which the liver occupies almost the entire right half of the abdomen cross section. Image processing techniques include gray-level thresholding, Gaussian smoothing, and eight-point connectivity tracking. For each case, the shape, size, and pixel density distribution of the liver are recorded for each CT image and used in the processing of other CT images. Extracted boundaries of the liver are smoothed using mathematical morphology techniques and B-splines. Computer-determined boundaries were compared with those drawn by a radiologist. The boundary descriptions from the two methods were in agreement, and the calculated areas were within 10%.
- DOE Contract Number:
- FG02-86ER60418
- OSTI ID:
- 6916895
- Journal Information:
- Medical Physics; (United States), Vol. 20:1; ISSN 0094-2405
- Country of Publication:
- United States
- Language:
- English
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COMPUTERIZED TOMOGRAPHY
IMAGE PROCESSING
LIVER
BIOMEDICAL RADIOGRAPHY
MORPHOLOGY
SPLINE FUNCTIONS
BODY
DIAGNOSTIC TECHNIQUES
DIGESTIVE SYSTEM
FUNCTIONS
GLANDS
MEDICINE
NUCLEAR MEDICINE
ORGANS
PROCESSING
RADIOLOGY
TOMOGRAPHY
550602* - Medicine- External Radiation in Diagnostics- (1980-)