| Classification of Pneumonia Images Based on Improved VGG19 Convolutional Neural Network (Invited) | |
| 其他题名 | 基于改进VGG19卷积神经网络的肺炎图像分类（特邀） |
Xiong, Feng1; He, Di1; Liu, Yujie1; Qi, Meijie1; Gao, Peng1 ; Zhang, Zhoufeng2; Liu, Lixin1,2
| |
| 作者部门 | 光谱成像技术研究室 |
| 2021-10-25 | |
| 发表期刊 | Guangzi Xuebao/Acta Photonica Sinica
 |
| ISSN | 10044213 |
| 卷号 | 50期号:10 |
| 产权排序 | 2 |
| 摘要 | In this paper, two improved network models, SVM (Linear)-based VGG19 and XGBoost-based VGG19, are constructed by combining the VGG19 convolutional neural network with two machine learning algorithms. Moreover, the VGG19 model and the two improved models are employed to classify bacterial pneumonia and viral pneumonia images. Additionally, the performances of the three models are evaluated and compared, the results show that the average accuracies of the three models are all above 85.9%. The improved VGG19 models show superior stability in accuracy over conventional VGG19 model, and the comprehensive performance of XGBoost-based VGG19 model is best, which verifies the effectiveness of deep learning models combined with machine learning models. © 2021, Science Press. All right reserved. |
| 关键词 | Pneumonia image classification Convolution neural network Deep learning VGG19 Support vector machine eXtreme Gradient Boosting |
| DOI | 10.3788/gzxb20215010.1010001 |
| 收录类别 | EI |
| 语种 | 英语 |
| EI入藏号 | 20214811256426 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/95577 |
| 专题 | 光谱成像技术研究室 |
| 通讯作者 | Zhang, Zhoufeng; Liu, Lixin |
| 作者单位 | 1.School of Physics and Optoelectronic Engineering, Xidian University, Xi'an; 710071, China 2.CAS Key Laboratory of Spectral Imaging Technology, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an; 710119, China |
| 推荐引用方式 GB/T 7714 | Xiong, Feng,He, Di,Liu, Yujie,et al. Classification of Pneumonia Images Based on Improved VGG19 Convolutional Neural Network (Invited)[J]. Guangzi Xuebao/Acta Photonica Sinica,2021,50(10). |
| APA | Xiong, Feng.,He, Di.,Liu, Yujie.,Qi, Meijie.,Gao, Peng.,...&Liu, Lixin.(2021).Classification of Pneumonia Images Based on Improved VGG19 Convolutional Neural Network (Invited).Guangzi Xuebao/Acta Photonica Sinica,50(10). |
| MLA | Xiong, Feng,et al."Classification of Pneumonia Images Based on Improved VGG19 Convolutional Neural Network (Invited)".Guangzi Xuebao/Acta Photonica Sinica 50.10(2021). |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| 基于改进VGG19卷积神经网络的肺炎图像（2510KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 | |
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。
修改评论