Title :
Identifying Immature Precursor Cells in Bone Marrow Pathological Images Based on Distance Transform and Internal Structures of Cells
Author :
Wu, Heng ; Cao, Guitao ; Li, Ling ; Shi, Jun
Author_Institution :
Software Eng. Inst., East China Normal Univ., Shanghai, China
Abstract :
Nowadays manual observation by microscopes is the major method to detect leukemia cells. However this method takes much effort of doctors and depends much on the doctors´ experience. This paper proposes a new method to locate the immature precursor cells based on distance transform and internal structures of cells. At first, Otsu method is used to binarize the image; secondly, the image is processed through morphological operations; then an initial location of immature precursor cells in the bone marrow pathological images is done by distance transform operation; fourthly, the internal structure and the size of cells are taken into consideration to remove the wrong cells; finally, the target cells are further marked according to the smoothing feature of the image. Experiments show the method proposed in this paper has a good performance in identifying the immature precursor cells in bone marrow pathological images.
Keywords :
biomedical measurement; bone; cellular biophysics; diseases; medical image processing; tumours; Otsu method; bone marrow pathological images; cell internal structures; distance transform operation; immature precursor cells; leukemia cells; morphological operations; Bones; Image segmentation; Morphological operations; Noise; Pathology; Pixel; Transforms;
Conference_Titel :
Multimedia Technology (ICMT), 2010 International Conference on
Conference_Location :
Ningbo
Print_ISBN :
978-1-4244-7871-2
DOI :
10.1109/ICMULT.2010.5631289