Potato Disease Classification

Problem Statement:

Farmers who grow potatoes are facing lot of economic losses every year because of various diseases that can happen to a potato plant. There are two common diseases known as early blight and late blight early blight is caused by a fungus and late blight is caused by a specific microorganism and if a farmer can detect these diseases early and apply appropriate treatment then it can save lot of waste and prevent the economic loss. The treatments for early blight and late blight are little different so it's important that you accurately identify what kind of disease is there in that potato plant.

Possible Solution :

1. Create a streamlit web app which can detect early blight and late blight or healthy

2. Using Basic CNN Model: Epochs : 10 , train accuracy :96%, Test Accuracy: 96% , Val Accurcay : 97%.

1. Model Architecture:

2. Val Loss vs Train Loss and Val Accuracy VS Train Accuracy Curve

3. Prediction