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Makerere Passion Fruit Disease Detection Challenge

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Makerere

This project was inspired by the following challenge: https://zindi.africa/competitions/makerere-passion-fruit-disease-detection-challenge

CNN from scratch over 20 epoch:

- Val Accuracy: 93.73 %
- Val Loss: 19.62 %

DenseNet201 over 7 epoch (Transfer Learning feature extraction):

- Val Accuracy: 96.29 %
- Val Loss: 11.55 %

ResNet50-V2 over 10 epoch (Transfer Learning feature extraction):

- Val Accuracy: 95.26 %
- Val Loss: 11.71 %

VGG16 over 10 epoch (Transfer Learning fine tuning):

- Val Accuracy: 98.34 %
- Val Loss: 5.19 %

VGG19 over 10 epoch (Transfer Learning fine tuning):

- Val Accuracy: 98.59 %
- Val Loss: 5.11 %

ACKNOWLEDGEMENT

Thanks to Zindi Africa (https://zindi.africa/) for this beautiful challenge.