White blood cells, also known as leukocytes are group of heterogeneously nucleated cells which act as salient immune system cells. These are originated in the bone marrow and are found in blood, plasma, and lymph tissues. Leukocytes kill the bacteria, virus and other kind of pathogens which invade human body through phagocytosis that in turn results immunity. Detection of a white blood cell count can reveal camouflaged infections and warn doctors about chronic medical conditions such as autoimmune diseases, immune deficiencies, and blood disorders. Segmentation plays an important role in identification of white blood cells (WBC) from microscopic image analysis. The goal of segmentation in a microscopic image is to divide the image into different distinct regions. In our paper, we tried to propose a novel instance segmentation method for segmenting the WBCs containing both the nucleus and the cytoplasm, from bone marrow images.
翻译:白细胞,又称白血球,是一类异质有核细胞,是重要的免疫系统细胞。它们起源于骨髓,存在于血液、血浆和淋巴组织中。白细胞通过吞噬作用杀死侵入人体的细菌、病毒及其他病原体,从而产生免疫力。检测白细胞计数可揭示隐匿性感染,并警示医生注意自身免疫性疾病、免疫缺陷和血液疾病等慢性健康状况。分割在从显微镜图像分析中识别白细胞方面起着重要作用。显微镜图像中分割的目标是将图像划分为不同的显著区域。本文尝试提出一种新颖的实例分割方法,用于从骨髓图像中分割包含细胞核和细胞质的白细胞。