Mobile

Flutter TensorFlow Lite Artificial Intelligence Application Detection of Lungs Pneumonia COVID 19


Dataset Information

Tag Number | Tag
0 Healthy

1 Patient

Steps Taken

  • All images are cropped and resized using the resize script and pre-processing script.
  • Images without disease were projected using the rotation script; Images with disease were reflected and rotated 90, 120, 180 and 270 degrees.
  • After rotating and reflecting with and without disease, the class imbalance has been resolved and detected several thousand images have disease.
  • In total, there are 5000 images processed by the neural network.
  • All images were converted to NumPy Arrays using the conversion script. NumPy Arrays combined images and tags in an array and send the images to CNN.
  • The model was created by using the TensorFlow and Keras libraries. For CNN, encoding was done by using anaconda as IDE and Jupyter Notepad within anaconda.
  • The pictures are tagged and parsed the pictures used to train them in two different sequences according to the labelling.
  • The pictures were then brought to a fixed size (255*255) by grayscale method .
  • The images are then passed through CNN and are called learning.
  • The trained model can be saved and then tested with pictures.
How to use?

  • Open lungs_pneumonia file with Visual Studio Code
  • Run this command on the terminal flutter pub get
  • And finally flutter run
Information Schema



Demo Link: https://drive.google.com/drive/folders/1nC0wXjUVS8VDBh0_Diz6U1LBGSe0MQY0?usp=sharing

Download Flutter TensorFlow Lite Artificial Intelligence Application Detection of Lungs Pneumonia COVID 19 For Free

You can download Flutter TensorFlow Lite Artificial Intelligence Application Detection of Lungs Pneumonia COVID 19 for free. Download the flutter-tensorflow-lite-artificial-intelligence-application-detection-of-lungs-pneumonia-covid-19.zip file using the links below.

How can you install?

For detailed information, you can read the README.MD file in the zip file.

Download flutter-tensorflow-lite-artificial-intelligence-application-detection-of-lungs-pneumonia-covid-19.zip

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File Information

  • Category: Mobile
  • File Size: ~3 MB
  • File Type: .zip (compressed)
  • File Name: flutter-tensorflow-lite-artificial-intelligence-application-detection-of-lungs-pneumonia-covid-19.zip

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