GitHub topics: modelcheckpoint

Repositories

pooya-mohammadi/deep_utils

An open-source toolkit which is full of handy functions, including the most used models and utilities for deep-learning practitioners!

Language: Python - Size: 3.09 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 110 - Forks: 16

The emergence of Coronavirus Disease 2019 (COVID-19) in early December 2019 has caused immense damage to health and global well-being. Currently, there are approximately five million confirmed cases and the novel virus is still spreading rapidly all over the world. The chest X-ray images along with emerging Artificial Intelligence (AI) methodologies, in particular, Deep Learning (DL) algorithms have recently become a worthy choice for early COVID-19 screening. This work proposes a DL-assisted automated method using X-ray images for the early diagnosis of COVID-19 infection. We evaluate the effectiveness of the pre-trained Convolutional Neural Network (CNN) model. The model has been validated on publicly available chest X-ray images and it is obtained by CNN with an accuracy of 97.26%. This study will be useful for researchers to think about the design of more effective CNN-based models for early COVID-19 detection.

Language: Jupyter Notebook - Size: 782 KB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0