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Takes a number and generates the images of those numbers. Trained on MNIST using GAN.

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gan gans generative-adversarial-networks dcgan image-generation

number-2-image-using-gan's Introduction

Number-2-Image-using-GAN

Takes a number and generates the images of those numbers. Trained on MNIST using DCGAN(Deep Convolutional GAN) .

Notebook has been created with markdowns and comments to make it self-explainable. Still, I'll try uploading a detailed explanation of the code.

If the given number is 85481, we convert that to [8,5,4,8,1] and create a batch of numbers and pass it through generator. Images generated for each number are stitched through matplotlib. Output for 85481 is

alt text

Generator outputs during Training

alt text

Refer to this article for a better understanding of GANs.

References

[1] O'Shea, O'Shea Research MNIST GAN

[2] Deconvolution(Unsampling and Conv) in Generator

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