suwungtandon/naruto-eyes-classification

Naruto Characters 😼 Ocular Power 👓 Classification ❤️ using deep learning 💫 machine learning

Naruto Ocular Power Classifier using Neural Networks

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Getting Started :

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Classification on Naruto character eye images with various CNN for analysing the Neural Network accuracy.

Info :

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Classes	NeuralNetworks
Sharingan	CNN1
Byakugan	CNN3
Sage	CNN4
Others	LeNet
	VGG16

How to Train model with custom data?

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1. Prepare Images in directory structure

- train
    |_sharingan
    |_byakugan
    |_Others

2. Train Command:

python train.py -d data/train/

3. Test :

python test.py -m modules/LENET_naruto_eye.h5 -i data/test/sage_draw.jpeg

Neural Networks :

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I have used these neural networks. Still lot to go and include ... !

LeNet :

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Structure:

Training result:

CNN4 :

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Structure:

Training result:

CNN3 :

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Structure:

Training result:

CNN1 :

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Structure:

Training result:

Thanks for the References :

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• https://towardsdatascience.com/the-4-convolutional-neural-network-models-that-can-classify-your-fashion-images-9fe7f3e5399d
• https://medium.com/@sidereal/cnns-architectures-lenet-alexnet-vgg-googlenet-resnet-and-more-666091488df5
• https://gist.github.com/baraldilorenzo/07d7802847aaad0a35d3
• https://machinelearningmastery.com/use-pre-trained-vgg-model-classify-objects-photographs/
• https://www.pyimagesearch.com/2017/12/11/image-classification-with-keras-and-deep-learning/
• Naruto fonts by Cufonfonts
• TensorFlow.js
• Release Notes of Tensorflow.js
• And All open source resources ..!