Plant Leaf Disease Detection Webpage
Dual Model leaf disease detection using CNN and Quantization
Created on 28th May 2025
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Plant Leaf Disease Detection Webpage
Dual Model leaf disease detection using CNN and Quantization
The problem Plant Leaf Disease Detection Webpage solves
Farmers always can't analyze the leaves to figure out whether the leaf is healthy or it is infected. so there is a automated system which only requires an image to analyze and predict the condition of the plant.
There are already some systems which allow us to view the status of the leaf but none have this much of accuracy and the working of quantization.
Challenges I ran into
While applying Quantization to divide a single image into 5 different portions the size of the trained data became out of reach to be tranined. Fine tuning and reducing of learning rate on epoch cycle had to be used. Also GrabCut needed to be used to remove the background in the main model.
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