TY - JOUR
T1 - Validation of performance homogeneity of chan-vese model on selected tumour cells
AU - Appati, Justice Kwame
AU - Badzi, Franklin Iron
AU - Soli, Michael Agbo Tettey
AU - Nwolley, Stephane Jnr
AU - Denwar, Ismail Wafaa
N1 - Publisher Copyright:
© This article published as an Open Access article distributed under the terms of the Creative Commons Attribution License
PY - 2021/11/1
Y1 - 2021/11/1
N2 - This study aims to analyze the Chan-Vese model's performance using a variety of tumor images. The processes involve the tumors' segmentation, detecting the tumors, identifying the segmented tumor region, and extracting the features before classification occurs. In the findings, the Chan-Vese model performed well with brain and breast tumor segmentation. The model on the skin performed poorly. The brain recorded DSC 0.6949903, Jaccard 0.532558; the time elapsed 7.389940 with an iteration of 100. The breast recorded a DSC of 0.554107, Jaccard 0.383228; the time elapsed 9.577161 with an iteration of 100. According to this study, a higher DSC does not signify a well-segmented image, as the breast had a lower DSC than the skin. The skin recorded a DSC of 0.620420, Jaccard 0.449717; the time elapsed 17.566681 with an iteration of 200.
AB - This study aims to analyze the Chan-Vese model's performance using a variety of tumor images. The processes involve the tumors' segmentation, detecting the tumors, identifying the segmented tumor region, and extracting the features before classification occurs. In the findings, the Chan-Vese model performed well with brain and breast tumor segmentation. The model on the skin performed poorly. The brain recorded DSC 0.6949903, Jaccard 0.532558; the time elapsed 7.389940 with an iteration of 100. The breast recorded a DSC of 0.554107, Jaccard 0.383228; the time elapsed 9.577161 with an iteration of 100. According to this study, a higher DSC does not signify a well-segmented image, as the breast had a lower DSC than the skin. The skin recorded a DSC of 0.620420, Jaccard 0.449717; the time elapsed 17.566681 with an iteration of 200.
KW - Chan-Vese
KW - Deformable models
KW - Dice similarity coefficient
KW - Level set
KW - Tumor
UR - http://www.scopus.com/inward/record.url?scp=85111424430&partnerID=8YFLogxK
U2 - 10.4018/IJEHMC.20211101.oa7
DO - 10.4018/IJEHMC.20211101.oa7
M3 - Article
AN - SCOPUS:85111424430
SN - 1947-315X
VL - 12
JO - International Journal of E-Health and Medical Communications
JF - International Journal of E-Health and Medical Communications
IS - 6
M1 - 7
ER -