Title :
Rectal wall structure delineation and broken layer recognition by multigradient field active contour
Author :
Xiao, Di ; Sing Ng, Wan ; Abeyratne, U.R. ; Chee Keong, Kwoh ; Tsang, Charles B. ; Cheon, Seow
Author_Institution :
Sch. of Mech. & Production Eng, Nanyang Technol. Univ., Singapore
Abstract :
This paper presents a novel multigradient field active contour algorithm with an extended ability for multiple object delineation, which overcomes some limitations of ordinary active contour model (snakes). One of the aims is to apply this technique for multilayer boundary detection from ultrasound rectal wall image, which is important in colorectal clinical diagnosis for rectal tumor staging. The core part in the algorithm is the proposal of multigradient vector field concept, which is used to replace the image forces in the kinetic equation of the active contour. For some broken layers on the rectal wall from the penetration by tumor, a modified local cost function approach is proposed to recognize the broken segments from the current obtained boundaries.
Keywords :
cancer; image recognition; medical image processing; active contour model; broken layer recognition; colorectal clinical diagnosis; image forces; kinetic equation; multigradient field active contour; multigradient vector field concept; multilayer boundary detection; multiple object delineation; rectal cancer; rectal tumor staging; rectal wall structure delineation; ultrasound rectal wall image; Active contours; Clinical diagnosis; Cost function; Equations; Image segmentation; Kinetic theory; Neoplasms; Nonhomogeneous media; Proposals; Ultrasonic imaging;
Conference_Titel :
Intelligent Information Systems Conference, The Seventh Australian and New Zealand 2001
Print_ISBN :
1-74052-061-0
DOI :
10.1109/ANZIIS.2001.974062