Zhaoxu Li, Tao Song, Mengfei Ge, Jiaxin Liu, Hongwei Wang, Jia Wang. Breast Cancer Classification from Histopathological Images Based on Improved Inception Model[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0817001
- Laser & Optoelectronics Progress
- Vol. 58, Issue 8, 0817001 (2021)
Fig. 1. Histopathological patches after image preprocessing
Fig. 2. Architecture of convolutional neural network
Fig. 3. Architecture of model and internal structure. (a) Architecture of improved model; (b) architecture of Pre-treatment module; (c) architecture of Inception module
Fig. 4. Overall strategy of experiment. (a) Process of training; (b) process of testing
Fig. 5. Loss change during training iterative process
|
Table 1. Convergence time of model under different the image sizes
|
Table 2. Test results corresponding different learning_rate
|
Table 3. Convergence time of different models
|
Table 4. Performance of the different 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