Harshpatel44 / Image-to-Sketch-using-Cycle-GAN

An application which converts a given Image -> Sketch & Sketch -> Image using Cycle-GAN.

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Image to Sketch Translation

An application which converts a given Image -> Sketch & Sketch -> Image.

We have used Cycle-Generative Adversial Network, which contains 2 discriminators and 2 generators.

Number of iterations = 4000

Optimizer = Adam

Dataset is taken from various sources and is not self-owned.

Results

Image to sketch

missing main page

Sketch to Image

missing main page

Developers

Aman Vishnani

Harsh Patel

References

1. Cycle-GAN github repository

2. Paper "Unpaired Image-to-Image Translation using Cycle-Consistent Adversial Networks"

About

An application which converts a given Image -> Sketch & Sketch -> Image using Cycle-GAN.

License:MIT License


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Language:Jupyter Notebook 98.9%Language:Python 1.1%