NGHIÊN CỨU XẢY DựNG MÔ HÌNH NHẬN DẠNG BỆNH COVID-19 THÔNG QUA ẢNH CHỤP X-QUANG SỬ DỤNG MẠNG Nơ RON TÍCH CHẬP

Thanh Quyền Phan1
1 Hong Duc University

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Abstract

This paper focuses on object detection methods with a particular attention to covid- 19 detection in X-Ray images based on a convolutional neural network (CNN). A new approach using the transfer learning method within the EfficientNet model and a fully connected neural network is given. The proposed model is performed in a dataset o f30,000 images, and achieved Fl-scores o f82.06% in all labels and 86.3% in the covid-19 label.
Keywords: EfficientNet, MLP, Covid-19, X-ray images.

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