Bridging the Diagnostic Gap between Histopathologic and Hysteroscopic Chronic Endometritis with Deep Learning Models
Abstract
:1. Introduction
2. Convolutional Neural Network
2.1. Basic Structure of CNN
2.2. Convolution Process
2.3. Fully Connected Layers and Final Outputs
3. Application of CNN Model to Hysteroscopic Image Analysis
4. Application of CNN Model to HysteroCE
4.1. Application of CNN Model to Diagnosis of Endometrial Micropolyposis
4.2. Application of CNN Model to Diagnosis of Strawberry Aspect
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Kitaya, K.; Yasuo, T.; Yamaguchi, T. Bridging the Diagnostic Gap between Histopathologic and Hysteroscopic Chronic Endometritis with Deep Learning Models. Medicina 2024, 60, 972. https://doi.org/10.3390/medicina60060972
Kitaya K, Yasuo T, Yamaguchi T. Bridging the Diagnostic Gap between Histopathologic and Hysteroscopic Chronic Endometritis with Deep Learning Models. Medicina. 2024; 60(6):972. https://doi.org/10.3390/medicina60060972
Chicago/Turabian StyleKitaya, Kotaro, Tadahiro Yasuo, and Takeshi Yamaguchi. 2024. "Bridging the Diagnostic Gap between Histopathologic and Hysteroscopic Chronic Endometritis with Deep Learning Models" Medicina 60, no. 6: 972. https://doi.org/10.3390/medicina60060972