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LabGAN:基于生成对抗网络标签自动生成的血细胞检测方法 被引量:1
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作者 丁启辰 黄小巧 +2 位作者 刘泓锟 陈雪云 金鑫 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2022年第7期1058-1067,共10页
针对现有的条件生成对抗网络通过输入固定位置标签生成细胞样本多样性不足,导致细胞检测精度提升不能满足实际检测需求的问题,提出一种基于生成对抗网络的标签自动生成的血细胞检测方法.首先输入随机噪声生成细胞样本,将随机生成细胞样... 针对现有的条件生成对抗网络通过输入固定位置标签生成细胞样本多样性不足,导致细胞检测精度提升不能满足实际检测需求的问题,提出一种基于生成对抗网络的标签自动生成的血细胞检测方法.首先输入随机噪声生成细胞样本,将随机生成细胞样本与真实细胞样本通过标签生成器实现对细胞图像标签的生成;然后引入多功能鉴别器,将生成细胞图像、标签与真实细胞图像、标签成对一一对应,输入多功能鉴别器中对细胞位置进行匹配鉴别与真假鉴别.在血细胞数据集上的实验结果表明,通过输入随机噪声生成的细胞样本不仅增加了生成细胞图像的多样性与质量,同时与目前主流的细胞图像生成与检测方法LCGAN对比,细胞检测精度交并比由90.3%提升至91.1%,精确率由91.7%提升至94.8%. 展开更多
关键词 条件生成对抗网络 血细胞检测 标签自动生成 随机噪声 多功能鉴别器
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Role of polymorphisms of the IGF2 and IGFBP3 genes and risk of gastric carcinoma in China 被引量:2
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作者 Gu Jun Li Maolan +12 位作者 Dong Ping Lu Jianhua Tan Zhujun Wu Xiangsong Mu Jiasheng Zhang Lin Wu Wenguang ding qichen Yang Jiahua Cao Yang ding Qian Weng Hao Liu Yingbin 《Chinese Medical Journal》 SCIE CAS CSCD 2014年第3期412-416,共5页
Background The insulin-like growth factor signaling pathway plays an important role in the modulation of cell growth and proliferation.The aim of this study was to investigate the role of polymorphisms of the insulin-... Background The insulin-like growth factor signaling pathway plays an important role in the modulation of cell growth and proliferation.The aim of this study was to investigate the role of polymorphisms of the insulin-like growth factor 2 (IGF2) and IGF-binding protein 3 (IGFBP3) genes,which encode key proteins of this pathway,as risk factors for gastric carcinoma (GC).Methods A case-control study including 404 histologically confirmed GC patients and 424 healthy controls of the same ethnicity was conducted to retrospectively investigate the genetic polymorphisms of two genes,IGF2+820A>G (rs680) and IGFBP3 A-202C (rs2854744).Adjusted odds ratios (ORs) and 95% confidence intervals (C/s) were calculated using Logistic regression.Results The IGF2 genetic variants examined contributed to GC risk individually (OR,1.26; 95% CI,1.08-1.46).The genotype frequencies of IGFBP3 A-202C were not significantly different between the cancer cases and controls (P >0.05).Compared to the IGF2 AA genotype,carriers of one variant combined genotype were more pronounced among young subjects (<60 years),male subjects,never smokers,and those with a family history of cancer (OR=1.36,95% CI=1.09-1.72,P <0.05; OR=1.61,95% C/=1.28-2.08,P <0.05; OR=1.46,95% C/=1.11-1.98,P <0.05; OR=1.53,95% C/=0.91-2.6,P <0.05; respectively).Moreover,when the combined effects of the risk genotypes were investigated,significant associations were detected between highrisk genotypes in IGF2 and IGFBP3 (OR,2.47; 95% CI,1.75-3.49).Conclusions Our results suggest that polymorphic variants of the IGF2 genes modulate gastric carcinogenesis.Moreover.when the IGF2 and IGFBP3 variants are evaluated toaether,a areater effect on GC risk is observed. 展开更多
关键词 gastric carcinoma insulin-like growth factor 2 IGFBP3 POLYMORPHISMS Logistic regression
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