sfczekalski / plant_pathology

Classifier build to recognize disease on apple leaves images

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Plant pathology 🌿🍎

This repository contains notebooks and scripts to train neural network classifier on Plant Pathology 2020 Kaggle comptetition data. The model will be then used in Android application πŸ“², in order to make it possible for people to use it.

Hopefully it turns out to be usefull for someone πŸ‘©πŸΌβ€πŸŒΎ.

Comptetition problem statement:

+ Misdiagnosis of the many diseases impacting agricultural crops can lead to misuse of 
+ chemicals leading to the emergence of  resistant pathogen strains, increased input costs, 
+ and more outbreaks with significant economic loss and environmental impacts. 

+ Current disease diagnosis based on human scouting is time-consuming and expensive, 
+ and although computer-vision based models have the promise to increase efficiency, 
+ the great variance in symptoms due to age of infected tissues, genetic variations, 
+ and  light conditions within trees decreases the accuracy of detection.

The source code for the app will be stored in separate repository.

Link to comptetition: https://www.kaggle.com/c/plant-pathology-2020-fgvc7

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Classifier build to recognize disease on apple leaves images


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