Title :
Nucleus segmentation technique for acute Leukemia
Author :
Halim, N. H Abd ; Mashor, M.Y. ; Abdul Nasir, A.S. ; Mokhtar, N.R. ; Rosline, H.
Author_Institution :
Electron. & Biomed. Intell. Syst. (EBItS) Res. Group, Univ. Malaysia Perlis, Ulu Pauh, Malaysia
Abstract :
Leukemia is a disease that affects blood forming cells in the body. Early detection of the disease is necessary for proper treatment management. Abnormal white blood cells or blasts play important role for hematologists in their diagnostic process. Digital image processing technique could help them in their analysis and diagnosis by enhancing the visibility of the interested features of the WBC. In this paper, a global contrast stretching (GCS) and segmentation based on HSI (Hue, Saturation, Intensity) color space will be used to improve the image quality. Image enhancement is very important to increase the visual aspect of blast cells. The results show that the proposed image enhancement procedure is useful to extract the nucleus region in WBC images sample by using the same threshold value, for both ALL and AML images.
Keywords :
biomedical optical imaging; blood; cancer; cellular biophysics; image segmentation; medical image processing; optical microscopy; ALL images; AML images; abnormal white blood cells; acute leukemia; acute lymphoblastic leukemia; acute myelogenous leukemia; blood forming cells; digital image processing technique; early leukemia detection; global contrast stretching; hue-saturation-intensity color space; image enhancement; image quality improvement; image segmentation; leukemia treatment management; nucleus segmentation technique; Blood; Cells (biology); Color; Image color analysis; Image enhancement; Image segmentation; Signal processing; Acute Leukemia; Contrast Enhancement; Global Contrast Stretching; HSI Color Space; Nucleus Segmentation;
Conference_Titel :
Signal Processing and its Applications (CSPA), 2011 IEEE 7th International Colloquium on
Conference_Location :
Penang
Print_ISBN :
978-1-61284-414-5
DOI :
10.1109/CSPA.2011.5759871