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基于强化学习的智能血细胞图像分割 被引量:1
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作者 汪传忠 熊厚金 《计算机与现代化》 2013年第2期31-34,共4页
医学图像处理的智能化是医学图像领域应用的一个重要研究方向。传统的医学图像分析往往是开环的,图像的分割算法独立于后续图像的识别,智能化低,对检测员的技术水平要求较高。鉴于此,本文将强化学习运用于血细胞图像,采用闭环机制将血... 医学图像处理的智能化是医学图像领域应用的一个重要研究方向。传统的医学图像分析往往是开环的,图像的分割算法独立于后续图像的识别,智能化低,对检测员的技术水平要求较高。鉴于此,本文将强化学习运用于血细胞图像,采用闭环机制将血细胞的特征信息反馈到图像的分割算法中,并对分割效果进行评价,实现血细胞图像分割的智能化。 展开更多
关键词 医学图像分割 强化学习 血细胞特征 智能化
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基于MEAN-SHIFT和SVM的血细胞图像分割 被引量:8
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作者 潘晨 闫相国 郑崇勋 《仪器仪表学报》 EI CAS CSCD 北大核心 2004年第z3期467-472,共6页
提出一种新的血细胞图像分割算法,结合无监督和有监督模式识别技术,利用颜色快速提取感兴趣的有核细胞。首先通过mean- shift过程寻找RGB颜色空间中的细胞核、红细胞和背景聚类峰(局部密度最大区域) ,其中的细胞核图像区域经过适当形态... 提出一种新的血细胞图像分割算法,结合无监督和有监督模式识别技术,利用颜色快速提取感兴趣的有核细胞。首先通过mean- shift过程寻找RGB颜色空间中的细胞核、红细胞和背景聚类峰(局部密度最大区域) ,其中的细胞核图像区域经过适当形态学膨胀后可以得到部分胞浆像素;然后细胞核聚类峰和部分胞浆颜色组成正特征子集,而红细胞和背景聚类峰附近颜色组成负特征子集,训练一个两分类SVM,得到的分类模型随后对图像的颜色空间向量分类,实现细胞区域整体提取。通过颜色量化手段,能够显著减少训练集的颜色向量数量,实现SVM实时训练和分类。借助于m ean- shift鲁棒的特征空间分析性能和SVM出色的小样本学习推广能力,该方法对图像颜色变化、染色条件差异等鲁棒性强,无过度分割现象,分割速度和效果均优于流域变换方法。骨髓和外周血涂片的分割试验证明了方法的有效性,已应用于实际图像处理系统。 展开更多
关键词 均值移动 mean-shift、支持向量机 SVM 彩色图像分割、特征空间、血细胞
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血液的光学性质研究
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作者 祁红斌 刘云飞 +1 位作者 谭涛 金维睦 《四川师范大学学报(自然科学版)》 CAS CSCD 1992年第6期93-98,共6页
本文用辐射输运理论方法去计算红细胞的光学特征量,并在此基础上提出检测血细胞数密度的理论实验方案,其结果与传统的方法一致。本文为开发一种血球数自动检测仪提供了理论基础和仪器结构原型。
关键词 辐射输运理论 小角度近似 血细胞特征 数密度
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Structure and Classification of Haemocytes in the Bivalve Mollusc Meretrix meretrix 被引量:4
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作者 ZHANG Yanyan REN Sulian WANG Dexiu SONG Weibo 《Journal of Ocean University of China》 SCIE CAS 2006年第2期132-136,共5页
Light and electron microscopic studies were carried out in order to characterize haemocytes in the bivalve mollusc Meretrix meretrix. According to nucleus and cytoplasm characters, four types of haemocytes were recogn... Light and electron microscopic studies were carried out in order to characterize haemocytes in the bivalve mollusc Meretrix meretrix. According to nucleus and cytoplasm characters, four types of haemocytes were recognized: agranular haemocytes, lymphoid haemocyte, large granular and small granular haemocytes. Agranular hamocyte is the main cell type, accounting for 75%. It is agranular with rich organelles in cytoplasm, including mitochondria, golgi body and endoplasmic reticulum. Glycogen deposits were usually found in this cell type. The number of lymphoid haemocyte accounts for 1% - 2%. This cell type is agranular and shows a high ratio of nucleus to cytoplasm. A few organelles were found. High electrondense granules with diameters of 0.2 - 0.5μm and rich organelles were found in small granular haemocyte. The proportion of this cell type is about 15%. Rich granules of high electron-dense with diameters of 0.8- 2.4μm were found in large granular haemocyte. The proportion of this cell type is about 10%, and the quantity of organelles is the least. 展开更多
关键词 Meretrix meretrix HAEMOCYTES STRUCTURE CLASSIFICATION
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Association of Thalassemia and Trait, Sickle Cell and Trait and Haemoglobin C with Iron-Deficiency Anemia in Colombians of African Descent
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作者 Martha Castillo Ana Lucia Oliveros Ana Isabel Mora Bautista 《Journal of Life Sciences》 2014年第11期861-864,共4页
The conditions of poverty and violence in Colombia have increased the displacement of people of African descent. The research group concerned with the health of these communities has performed research to find the ass... The conditions of poverty and violence in Colombia have increased the displacement of people of African descent. The research group concerned with the health of these communities has performed research to find the association of alterations in the hemoglobin molecule with the presence of iron deficiency anemia. This research was performed with the support of the epidemiological public health laboratory. The objective of the study is the association of sickle cell disease and sickle cell trait, and the presence of hemoglobin C and its trait, with iron deficiency anemia in Afro-Colombians between 18 and 50 years of age, by investigation of hemograms, peripheral blood study, serum ferritin, soluble receptor for transferrin (sTfR) and index of sTfR, and hemoglobin electrophoresis. This research is a descriptive, quantitative, transverse, structured, non-experimental and correlational study, with a total of 56 samples (10 men, 46 women). The results showed that ferritin in men had normal values, compared to 32% (15/46) of women who had low levels of ferritin. Men's sTfR levels were normal, while in women 2% (1/46) had iron deficiency in stage I, 41% (19/46) iron deficiency in stage If, and 9% (4/46) possibly without anemia iron deficiency. In hemoglobin electrophoresis, 84% (46/56) of the population presents hemoglobin A, 4% (2/56) increased hemoglobin A2 and fetal hemoglobin related to a possible thalassemia trait, 11% (6/56) had hemoglobin AS related to sickle cell trait, and 2% (1/56) show hemoglobin AC, related to hemoglobin AC trait. This project supports investigative and social projects, and also contributes to the improvement of the quality of life and dissemination of good health practices in these communities. 展开更多
关键词 Afro-descendant HEMOGLOBINOPATHIES iron deficiency anemia trait.
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Clinicopathological significance of B-cell-specific Moloney murine leukemia virus insertion site 1 expression in gastric carcinoma and its precancerous lesion 被引量:9
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作者 Jing Zhao Xiang-Dong Luo Chun-Li Da Yan Xin 《World Journal of Gastroenterology》 SCIE CAS CSCD 2009年第17期2145-2150,共6页
AIM: To explore the relation between B-cell-specific Moloney murine leukemia virus insertion site 1 (Bmi-1) expression and the clinicopathological features of gastric carcinoma (GC).METHODS: Immunohistochemistry... AIM: To explore the relation between B-cell-specific Moloney murine leukemia virus insertion site 1 (Bmi-1) expression and the clinicopathological features of gastric carcinoma (GC).METHODS: Immunohistochemistry was used to detect the expression of Bmi-1 and ki-67. Doublelabeling staining was used to display the distribution of Bcl-2^+/ki-67 cells in 162 cases of GC and its matched normal mucosa and precancerous lesion.RESULTS: The positive rate of Bmi-1 expression in GC(52.5%) was significantly higher than that in normal gastric mucosa (21.6%, X^2 = 33.088, P 〈 0.05). The Bmi-1 expression in GC was closely related with the Lauren's and Borrmann's classification and clinicalstage (X^2 = 4.400, 6.122 and 11.190, respectively, P〈 0.05). The expression of ki-67 was related to the Borrmann's classification (X^2 = 13.380, P 〈 0.05).Bcl-2 expression was correlated with the Lauren's classification (Z2 = 4.725, P 〈 0.05), and the Bmi-1 expression both in GC (rk = 0.157, P 〈 0.05) and inintestinal metaplasia (rk = 0.270, P 〈 0.05).CONCLUSION: Abnormal Bmi-1 expression in GCmay be involved in cell proliferation, apoptosis andcancerization. This marker can objectively indicate theclinicopathological characteristics of GC. 展开更多
关键词 B-cell-specific Moloney murine leukemiavirus insertion site 1 Gastric carcinoma Precancerouslesion Cell proliferation Apoptosis
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