/Podoco

Deep Learning App for Plant Disease Classification

Primary LanguageC++

Podoco - Plant Disease Classifier App

Flutter App that can classify cassava plant diseases offline, using tflite.

About Model

This model is trained to classify an input image into one of 6 cassava disease classes: Bacterial Blight, Brown Streak Disease, Green Mite, Mosaic Disease, Healthy, and Unknown.

The training dataset is curated by the Mak-AI team at the Makerere University.

Suitable usecases

This model is trained to recognize four Cassava diseases.

Unsuitable usecases

This model does not detect diseases in other plants.

Known limitations

  • This model assumes that the input contains a well-cropped image of a Cassava plant. If the image contains some other plant, the output results may be meaningless.
  • In some cases, the model may misdiagnose or falsely diagnose a cassava disease. A misdiagnosed result might lead to the wrong treatment course being applied to cassava plants in the field.
  • This model should generally work on cassava plants from around the world, but was trained only on photos of diseased cassava plants taken in Uganda