KrishArul26 / VGG-16-Inception-V3-Cotton-Disease-Prediction

Cotton disease prediction using CNN frameworks such as VGG-16, Inception-V3 and Inception-Resnet-v2.

Cotton-Disease-Prediction

Description

• About the problem: We have four classes of cotton images which are diseased cotton leaf, diseased cotton plant, fresh cotton leaf and fresh cotton leaf. So, we have to build the model in such a way If we feed the images into the model It can able to detect whether those images belong to the which classes?

Dataset

• Downold Here

Process for build the CNN model

Building the CNN Model

1. VGG-16
2. Inception-V3 with Adam Optimizer
3. Inception-V3 with SGD Optimizer
4. Inception-V3 with SGD and data Argumentation
5. Res-Net50
6. Inception-Resnet50

Comparision

1. Training vs Testing accuracy
2. Training vs Testing error