Feng XIONG, Di HE, Yujie LIU, Meijie QI, Peng GAO, Zhoufeng ZHANG, Lixin LIU. Classification of Pneumonia Images Based on Improved VGG19 Convolutional Neural Network（Invited）[J]. Acta Photonica Sinica, 2021, 50(10): 1010001
- Acta Photonica Sinica
- Vol. 50, Issue 10, 1010001 (2021)
Fig. 1. Examples of lung X-ray images
Fig. 2. Schematic diagram of image preprocessing
Fig. 3. Basic principle of bilinear interpolation
Fig. 4. The size of the original X-ray image is adjusted to 224×224
Fig. 5. Lung X-ray image before and after linear transformation
Fig. 6. Image contrast enhancement comparison before and after CLAHE processing
Fig. 7. Diagram of improved VGG19 model
Fig. 8. Workflow of the improved VGG19 framework
Fig. 9. Model accuracy changing with the number of test
Fig. 10. The performance evaluation of three best models with highest accuracy
|
Table 1. Performance comparison between VGG19 and two improved VGG19 models
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20