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Аннотирование объектов на медицинских изображениях рентгенографии грудной клетки с применением нейронных сетей
- Publication Year :
- 2020
- Publisher :
- Томский политехнический университет, 2020.
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Abstract
- Misinterpretation of X-ray images can lead to a worsening of the patient's condition. The purpose of this research was to develop an algorithm for automatic annotation of diseases on the X-ray image in order to improve the accuracy of the analysis of medical images. This paper considers various methods for solving the classification problem. During the research a database of annotated medical images of radiography was compiled. On this basis, a compactly connected convolutional neural network was trained and tested. The classification accuracy of developed algorithm is above 66% for 14 classes of diseases.
Details
- Language :
- Russian
- Database :
- OpenAIRE
- Accession number :
- edsair.od......3626..312785fa61fb16855a2087a7d685b240