TY - JOUR
T1 - Pathological leucocyte segmentation algorithm based on hyperspectral imaging technique
AU - Guan, Yana
AU - Li, Qingli
AU - Wang, Yiting
AU - Liu, Hongying
AU - Zhu, Ziqiang
PY - 2012/5
Y1 - 2012/5
N2 - White blood cells (WBC) are comparatively significant components in the human blood system, and they have a pathological relationship with some blood-related diseases. To analyze the disease information accurately, the most essential work is to segment WBCs. We propose a new method for pathological WBC segmentation based on a hyperspectral imaging system. This imaging system is used to capture WBC images, which is characterized by acquiring 1-D spectral information and 2-D spatial information for each pixel. A spectral information divergence algorithm is presented to segment pathological WBCs into four parts. In order to evaluate the performance of the new approach, K-means and spectral angle mapper-based segmental methods are tested in contrast on six groups of blood smears. Experimental results show that the presented method can segment pathological WBCs more accurately, regardless of their irregular shapes, sizes, and gray-values.
AB - White blood cells (WBC) are comparatively significant components in the human blood system, and they have a pathological relationship with some blood-related diseases. To analyze the disease information accurately, the most essential work is to segment WBCs. We propose a new method for pathological WBC segmentation based on a hyperspectral imaging system. This imaging system is used to capture WBC images, which is characterized by acquiring 1-D spectral information and 2-D spatial information for each pixel. A spectral information divergence algorithm is presented to segment pathological WBCs into four parts. In order to evaluate the performance of the new approach, K-means and spectral angle mapper-based segmental methods are tested in contrast on six groups of blood smears. Experimental results show that the presented method can segment pathological WBCs more accurately, regardless of their irregular shapes, sizes, and gray-values.
KW - Blood cells
KW - Hyperspectral imaging
KW - Leucocyte segmentation
UR - https://www.scopus.com/pages/publications/84879217217
U2 - 10.1117/1.OE.51.5.053202
DO - 10.1117/1.OE.51.5.053202
M3 - 文章
AN - SCOPUS:84879217217
SN - 0091-3286
VL - 51
JO - Optical Engineering
JF - Optical Engineering
IS - 5
M1 - 053202
ER -