{"title":"利用深度学习检测COVID-19","authors":"V. Gupta","doi":"10.46501/ijmtst061281","DOIUrl":null,"url":null,"abstract":"Deep learning is an artificial intelligence function that imitates the workings of the human brain in processing\ndata and creating patterns for use in decision making. Deep learning is a subset of machine learning in\nartificial intelligence (AI) that has networks capable of learning and recognizing patterns from data that is\nunstructured or unlabelled. It is also known as deep neural learning or deep neural network. Convolutional\nNeural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in\nareas such as image recognition and classification. ConvNets have been successful in identifying faces,\nobjects and traffic signs apart from powering vision in robots and self-driving cars. ConvNets can also be\nused for Radio Imaging which helps in disease detection.\nThis paper helps in detecting COVID-19 from the X-ray images provided to the model using Convolutional\nNeural Networks (CNN) and image augmentation techniques.","PeriodicalId":13741,"journal":{"name":"International Journal for Modern Trends in Science and Technology","volume":"95 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2020-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"COVID-19 Detection using Deep Learning\",\"authors\":\"V. Gupta\",\"doi\":\"10.46501/ijmtst061281\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Deep learning is an artificial intelligence function that imitates the workings of the human brain in processing\\ndata and creating patterns for use in decision making. Deep learning is a subset of machine learning in\\nartificial intelligence (AI) that has networks capable of learning and recognizing patterns from data that is\\nunstructured or unlabelled. It is also known as deep neural learning or deep neural network. Convolutional\\nNeural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in\\nareas such as image recognition and classification. ConvNets have been successful in identifying faces,\\nobjects and traffic signs apart from powering vision in robots and self-driving cars. ConvNets can also be\\nused for Radio Imaging which helps in disease detection.\\nThis paper helps in detecting COVID-19 from the X-ray images provided to the model using Convolutional\\nNeural Networks (CNN) and image augmentation techniques.\",\"PeriodicalId\":13741,\"journal\":{\"name\":\"International Journal for Modern Trends in Science and Technology\",\"volume\":\"95 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal for Modern Trends in Science and Technology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.46501/ijmtst061281\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal for Modern Trends in Science and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.46501/ijmtst061281","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Deep learning is an artificial intelligence function that imitates the workings of the human brain in processing
data and creating patterns for use in decision making. Deep learning is a subset of machine learning in
artificial intelligence (AI) that has networks capable of learning and recognizing patterns from data that is
unstructured or unlabelled. It is also known as deep neural learning or deep neural network. Convolutional
Neural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in
areas such as image recognition and classification. ConvNets have been successful in identifying faces,
objects and traffic signs apart from powering vision in robots and self-driving cars. ConvNets can also be
used for Radio Imaging which helps in disease detection.
This paper helps in detecting COVID-19 from the X-ray images provided to the model using Convolutional
Neural Networks (CNN) and image augmentation techniques.