This paper applies AI (artificial intelligence) technology to analyze low-dose HRCT (High-resolution chest radiography) data in an attempt to detect COVID-19 pneumonia symptoms. A new model structure is proposed with segmentation of anatomical structures on DNNs-based (deep learning neural network) methods, relying on an abundance of labeled data for proper training.

Instructions: 

This tool model propose a Mask-RCNN detection of COVID-19 pneumonia symptoms by employing Stacked Autoencoders in deep unsupervised learning on Low-Dose High Resolution CT architecture. Based on autoencoder of Mask-RCNN for area mark feature maps objection detection for the identification of COVID-19 pneumonia have very serious pathological and always accompanied by various of symptoms. We collect a lot of lung x-ray images were be integrated into DICM style dataset prepare for experiment on computer on vision algorithms, and deep learning architecture based on autoencoder of Mask- RCNN algorithms are the main technological breakthrough.

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2947 Views

The outbreak of COVID-19 in Wuhan, China in December 2019 has rapidly spread across other countries in the world and has been declared as a global pandemic by WHO on 11th March, 2020. COVID-19 continues to have adverse effects on the health and economy of the global population and has brought immense pressure on the health care systems of the developing as well as developed countries.

Instructions: 

Please refer the "Readme_CXR_Database_v1.0" for detailed instructions on how to use the dataset. 

Categories:
2720 Views

Free dataset from news/message boards/blogs about CoronaVirus (4 month of data - 5.2M posts). The time frame of the data is Dec/2019 - March/2020. The posts are in English mentioning at least one of the following: "Covid" OR CoronaVirus OR "Corona Virus".

 

Instructions: 

The data is stored inside a zip file that contains a JSON file. Here is an example of a JSON post:

 

 

  • {
  • "organizations":[],
  • "uuid":"2b50b3f00e04fc17912154a7b88f3359db2b1ae8",
  • "thread":{
  • "social":{
  • "gplus":{
  • "shares":0
  • },
  • "pinterest":{
  • "shares":1
  • },
  • "vk":{
  • "shares":0
  • },
  • "linkedin":{
  • "shares":0
  • },
  • "facebook":{
  • "likes":19,
  • "shares":63,
  • "comments":7
  • },
  • "stumbledupon":{
  • "shares":0
  • }
  • },
  • "site_full":"www.foxnews.com",
  • "main_image":"https://cf-images.us-east-1.prod.boltdns.net/v1/static/694940094001/abd7...",
  • "site_section":"http://feeds.foxnews.com/foxnews/latest",
  • "section_title":"FOX News",
  • "url":"https://www.foxnews.com/media/dr-siegel-on-coronavirus-i-think-is-a-whop...",
  • "country":"US",
  • "domain_rank":185,
  • "title":"Dr. Marc Siegel on coronavirus: 'I think it is a whopping amount of cases undiagnosed'",
  • "performance_score":0,
  • "site":"foxnews.com",
  • "participants_count":1,
  • "title_full":"",
  • "spam_score":0.0,
  • "site_type":"news",
  • "published":"2020-03-14T04:20:00.000+02:00",
  • "replies_count":0,
  • "uuid":"2b50b3f00e04fc17912154a7b88f3359db2b1ae8"
  • },
  • "author":"Victor Garcia",
  • "url":"https://www.foxnews.com/media/dr-siegel-on-coronavirus-i-think-is-a-whop...",
  • "ord_in_thread":0,
  • "title":"Dr. Marc Siegel on coronavirus: 'I think it is a whopping amount of cases undiagnosed'",
  • "locations":[],
  • "entities":{
  • "persons":[{
  • "name":"marc siegel",
  • "sentiment":"negative"
  • },{
  • "name":"siegel",
  • "sentiment":"none"
  • },{
  • "name":"tucker carlson",
  • "sentiment":"none"
  • },{
  • "name":"trump",
  • "sentiment":"none"
  • },{
  • "name":"trump",
  • "sentiment":"none"
  • }],
  • "locations":[{
  • "name":"us",
  • "sentiment":"none"
  • }],
  • "organizations":[{
  • "name":"fox news",
  • "sentiment":"negative"
  • }]
  • },
  • "highlightText":"",
  • "language":"english",
  • "persons":[],
  • "text":"US doctors report inability to get tests for coronavirus patients Reaction from Fox News medical correspondent Dr. Marc Siegel. Dr. Marc Siegel appeared on \" Tucker Carlson Tonight \" on Friday where he gave his assessment of the coronavirus pandemic in the aftermath of President Trump declaring a national emergency. \"There's many thousands of cases that have not been diagnosed, possibly because they're mild, but it's not too late to test because we don't have another system we can work with,\" Siegel said.\nTRUMP DECLARES NATIONAL EMERGENCY OVER CORONAVIRUS, ENLISTS PRIVATE SECTOR\nSiegel also spoke about the problems hospitals and labs are having, fearing they are exposing their workers to the virus.\n\"Doctors are being told you don't see these patients. Well, we don't know what to do with them then. And the only thing we have is a test, except you can't actually do the test because the lab, and I just found out this today... they're not going to do the tests,\" Siegel said. \"Tucker, even if they have the equipment, they don't want to put their lab technicians, in my opinion, in the line of fire and be subjected to possible coronavirus.\"\nThe solution, according to the Fox News medical contributor, is to do what South Korea and facilities in Nebraska are doing -- drive-thru testing facilities.\n\"You have to have people dressed up in personal protective equipment like we showed in Nebraska. They have to be doing [it] very carefully. And it's got to be done on a high volume basis anyway,\" Siegel said. \"It can't be contained anymore. But I'll tell you why I want it done.\"\nCLICK HERE TO GET THE FOX NEWS APP\nSiegel said although the virus has already spread, testing is vital to \"reassure people who don't have it\" and \"decrease the panic.\"\n\"We have to know who has this so we can protect the people most at risk, even if it's sustained throughout all communities,\" Siegel said. \"I think it is a whopping amount of cases undiagnosed. We still need to know who has it.\" Get all the stories you need-to-know from the most powerful name in news delivered first thing every morning to your inbox Arrives Weekdays",
  • "external_links":["https://www.google.com/url","https://google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=12&cad=rja&uac...","https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=12&cad=rja..."],
  • "published":"2020-03-14T04:20:00.000+02:00",
  • "crawled":"2020-03-14T04:31:41.175+02:00",
  • "highlightTitle":""
  • }

 

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3001 Views

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