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一种改进三维卷积模型的假阳性肺部结节筛除方法
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作者 杨友良 孟文龙 +1 位作者 张建舒 陈波 《现代电子技术》 2022年第7期29-32,共4页
针对在肺结节候选区域中假阳性率过高的问题,采用3D CNN对假阳性结节进行筛除,引入空洞卷积代替部分池化操作,在增大感受野的同时尽可能多地保留特征信息,解决了在传统卷积和池化层中对形状不规则且尺寸较小的肺结节无法高效能地收集到... 针对在肺结节候选区域中假阳性率过高的问题,采用3D CNN对假阳性结节进行筛除,引入空洞卷积代替部分池化操作,在增大感受野的同时尽可能多地保留特征信息,解决了在传统卷积和池化层中对形状不规则且尺寸较小的肺结节无法高效能地收集到肺结节的像素点问题。在公开的LUNA16数据集中,AUC的值可以达到0.967,说明该模型对正负样本的分类能力较好;97%的特异值和88%的敏感度,表明了该模型可以有效地避免误检且漏检的可能性也较小。实验表明提出的三维卷积神经网络适用于降低肺结节检测中的假阳性率。 展开更多
关键词 深度学习 肺结节 三维卷积 三维池化 计算机辅助诊断 空洞卷积 假阳性筛除 卷积神经网络
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In-situ formation of cobalt phosphide nanoparticles confined in three-dimensional porous carbon for high-performing zinc-air battery and water splitting
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作者 Xinxin Shu Maomao Yang +2 位作者 Miaomiao Liu Huaisheng Wang Jintao Zhang 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 2022年第12期3107-3115,共9页
The rational design of efficient and stable carbon-based electrocatalysts for oxygen reduction and oxygen evolution reactions is crucial for improving energy density and long-term stability of rechargeable zinc-air ba... The rational design of efficient and stable carbon-based electrocatalysts for oxygen reduction and oxygen evolution reactions is crucial for improving energy density and long-term stability of rechargeable zinc-air batteries(ZABs).Herein,a general and controllable synthesis method was developed to prepare three-dimensional(3D)porous carbon composites embedded with diverse metal phosphide nanocrystallites by interfacial coordination of transition metal ions with phytic acid-doped polyaniline networks and subsequent pyrolysis.Phytic acid as the dopant of polyaniline provides favorable anchoring sites for metal ions owing to the coordination interaction.Specifically,adjusting the concentration of adsorbed cobalt ions can achieve the phase regulation of transition metal phosphides.Thus,with abundant cobalt phosphide nanoparticles and nitrogen-and phosphorus-doping sites,the obtained carbon-based electrocatalysts exhibited efficient electrocatalytic activities toward oxygen reduction and evolution reactions.Consequently,the fabricated ZABs exhibited a high energy density,high power density of 368 mW cm^(-2),and good cycling/mechanical stability,which could power water splitting for integrated device fabrication with high gas yields. 展开更多
关键词 Cobalt phosphide Three-dimensional porous carbon ELECTROCATALYSIS Zinc-air battery Water splitting
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