Pneumonia detection through Image Classification Using CNN

被引:0
作者
Badlani, Karan [1 ]
Sawal, Shreya [1 ]
Nilkute, Mohit [1 ]
Belekar, Shruti [1 ]
Nilawar, Ajinkya [1 ]
机构
[1] Shri Ramdeobaba Coll Engn & Management, Nagpur, Maharashtra, India
来源
INTERNATIONAL JOURNAL OF NEXT-GENERATION COMPUTING | 2022年 / 13卷 / 05期
关键词
X-ray images; CNN; Deep Learning; VGG19; ResNet50-V2;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Pneumonia is a dangerous and serious lung disease. Generally, Chest Radiographs are used to detect pneumonia. This article describes a new method based on convolutional neural networks (CNN) classifiers that can identify pneumonia from a patient's X-ray. Hence, we are proposing pneumonia detection based on CNN using chest X-ray. In this paper, we analyze the existing methods of pneumonia detection and classification techniques. The performance of proposed CNN model is compared with VGG19 and ResNet50-V2. Performace evaluation is done using Precision and Recall. The proposed CNN model provides higher accuracy compared to existing CNN models.
引用
收藏
页码:1133 / 1139
页数:7
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