MinSiThu / Podoco

Deep Learning App for Plant Disease Classification

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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

About

Deep Learning App for Plant Disease Classification


Languages

Language:C++ 35.8%Language:CMake 30.5%Language:Dart 24.1%Language:HTML 3.0%Language:Swift 2.5%Language:C 2.3%Language:Batchfile 1.6%Language:Kotlin 0.2%Language:Objective-C 0.1%