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基于WGAN的图像识别方法 被引量:8
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作者 胡龙辉 王朝立 +1 位作者 孙占全 杨爱俊 《控制工程》 CSCD 北大核心 2020年第12期2168-2175,共8页
当前用于深度学习中数据扩充的方法只是在原始图像上进行操作,没有改变图像的深层信息,因此对模型效果的提升有限。借鉴CGAN(Conditional Generative Adversarial Networks)的思想,提出一种基于WGAN(Wasserstein GAN)的图像识别方法。... 当前用于深度学习中数据扩充的方法只是在原始图像上进行操作,没有改变图像的深层信息,因此对模型效果的提升有限。借鉴CGAN(Conditional Generative Adversarial Networks)的思想,提出一种基于WGAN(Wasserstein GAN)的图像识别方法。将送入WGAN生成器的数据加上类别标签,然后训练生成器和判别器,使生成器最终可以输出指定类别样本,并使判别器的能力达到最优。同时,判别器最后一层添加Softmax分类器,可使其在输出样本真假性的同时输出类别。此方法可以提升模型分类的准确性和鲁棒性,并且加快网络收敛速度。通过在MNIST、SVHN和CIFAR-10数据集上进行实验,证明了所提出方法的有效性。 展开更多
关键词 卷积神经网络 类别标签 生成对抗网络 WGAN 图像识别
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MiR-15a-5p in neutrophil exosomes promotes macrophage apoptosis through targeted inhibition of BCL2L2
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作者 KE Qiao hu long-hui +1 位作者 RUAN Chu-jun LI Min 《Journal of Hainan Medical University》 CAS 2023年第19期1-7,共7页
Objective:To explore the possible mechanism of neutrophil exosomes regulating macrophage apoptosis.Methods:neutrophils were induced by lipopolysaccharide,inflammatory factors were detected by ELISA,the morphology of e... Objective:To explore the possible mechanism of neutrophil exosomes regulating macrophage apoptosis.Methods:neutrophils were induced by lipopolysaccharide,inflammatory factors were detected by ELISA,the morphology of exosomes was identified by electron microscope,and the expression of mir-15a-5p in exosomes was detected by RT-PCR;Raw267.4 macrophages was treated with neutrophil exosomes and mir-15a-5p mimic respectively,CCK8 to detect cell viability,flow cytometry to detect apoptosis;The binding sites of mir-15a-5p and BCL2L2 were predicted and verified by double luciferase experiment;RT-PCR and Western blot verified that mir-15a-5p regulate the expression of BCL2L2.Results:lipopolysaccharide induced neutrophil inflammatory factors IL-2,IL-6,IL-10 and TNF-α.The morphological characteristics of exosomes were observed by electron microscope.Mir-15a-5p was significantly overexpressed in neutrophil exosomes induced by lipopolysaccharide;Lipopolysaccharide-induced neutrophil exosomes and mir-15a-5p simulants can promote raw267.4 macrophage apoptosis and inhibit its cell viability;Targetscan database predicted that mir-15a-5p and BCL2L2 had binding sites.Double-luciferase experiment verified that mir-15a-5p and BCL2L2 bound through binding sites;Mir-15a-5p mimic was transfected into raw267.4 macrophages which inhibit the expression of BCL2L2 mRNA and protein.Conclusion:inflammatory neutrophils may promote raw267.4 by secreting exosomes containing mir-15a-5p and inhibiting BCL2L2 by targeting macrophage apoptosis.This may provide a theoretical basis for further understanding the molecular mechanism of inflammatory regulation of neutrophils and macrophages. 展开更多
关键词 NEUTROPHILS EXOSOMES MACROPHAGES miRNA Apoptosis
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