An IoT-Based Deep Learning Framework for Real-Time Detection of COVID-19 through Chest X-ray Images
نویسندگان
چکیده
Over the next decade, Internet of Things (IoT) and high-speed 5G network will be crucial in enabling remote access to healthcare system for easy fast diagnosis. In this paper, an IoT-based deep learning computer-aided diagnosis (CAD) framework is proposed online real-time COVID-19 identification. The work first fine-tuned five state-of-the-art CNN models such as Xception, ResNet50, DenseNet201, MobileNet, VGG19 then combined these into a majority voting ensemble (DECNN) model order detect accurately. findings demonstrate that suggested framework, with test accuracy 98%, outperforms other relevant methodologies terms overall performance. CAD has potential serve decision support general clinicians rural health workers diagnose at early stage.
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ژورنال
عنوان ژورنال: Computers
سال: 2022
ISSN: ['2073-431X']
DOI: https://doi.org/10.3390/computers12010008