Clever Geek Handbook

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

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





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).





1. Project creation
1.
2. Choice of type for classification
2.
3. Connecting the breadboard
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).





4. Log in with your email address and password
4.

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





5. Project selection
5.

 

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





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





6. Getting the URL to create the model
6. URL-
7. Load dataset using Raspberry Pi camera for model
7. Raspberry Pi

 





8. Loading data from an image file
8.

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





9. Level Setting for X-ray of Model Training Datasets
9.

, . (. 10).





10. Training data tab
10.

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





11. Creation of Impulse
11. Impulse
12. Choice of processing block
12.
13. Training block.
13. .

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





15. 3D-visualization of model features
15. 3D-
16. Generation of a parameter
16.
17. Setting up and creating the Ml-model
17. Ml-

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





 

. , Covid-19 .





18. Detection of infection by x-ray during testing
18.
19. Image classification to check model accuracy
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- — .





20. Choosing a board for deployment
20.
21. ML- Raspberry Pi
21. ML- Raspberry Pi
22.
22.

 





24.
24.
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24.
25.
25.

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Raspberry Pi , — . ML , , . ML, , .





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