Rapid Covid-19 Detection on X-rays with Raspberry Pi

Covid-19 , , Covid-19. Covid-19 , , . , , .  , Raspberry Pi, , - EDGE Impulse.

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Covid-19 , . . : Python ML-. , . , .

 

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HDMI- , . .

Raspberry Pi Raspbian. , Covid-19. kaggle — -, , . GitHub. , Covid-19. 

ML- . , TensorFlow, PyTorch -: SensiML, Apache Spark, EDGE Impulse . EDGE Impulse.

Edge Impulse . , . ML- , , .

, ( ). . (. 2). . , . Connect a development board ( ). (. 3).

Raspberry Pi 

Raspberry Pi EDGE_Impulse:

curl -sL https://deb.nodesource.com/setup_12.x | sudo bash -
sudo apt install -y gcc g++ make build-essential nodejs sox gstreamer1.0-tools gstreamer1.0-plugins-good gstreamer1.0-plugins-base gstreamer1.0-plugins-base-apps
npm config set user root && sudo npm install edge-impulse-linux -g --unsafe-perm
      
      

        
        
        
      

    
        
        
        
      
      

        
        
        
      

    
    

Edge_Impulse edge-impulse-linux. EDGE Impulse. (. 4).

, . ( COVID-19 Detector) (. 5).

 

URL- . : Raspberry Pi ( ), /Raspberry Pi (. 6). . 

, , . , [ level, — label, ] . Covid-19 infected (Covid- ) Normal Lungs ( ) (. 8). , Covid-19.

 

, Edit () / " " " ". , , . Covid-, , . ( -) : — , — . Infected lung X-ray ( ) Normal lung X-ray ( ) . (. 9). 

, . (. 10).

. Impulse design, Create Impulse Create Impulse (. . 11). (. 12, 13).

[ the parameter — ]. (. 14, 15). ML-. Keras ML-. . . , , , ML-. , , . 

15 — Feathers graph for ML model., Features graph for ML model, .

 

. , Covid-19 .

ML- . ML- Covid-19 . Linux, Linux. .

edge-impulse-runner-linux
      
      

        
        
        
      

    
        
        
        
      
      

        
        
        
      

    
    

Raspberry Pi ML- . URL-, Raspberry Pi . ( ). Covid-.

ML- Covid . SDK, Covid, ML- Python. , , ML- — .

 

, , 21, , .

Raspberry Pi , — . ML , , . ML, , .

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