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README.md

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# Star reduction in deep sky images
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![images/star_removal.gif](images/star_removal.gif)
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A GAN model trained to remove stars from astronomical images. Code was inspired from a [sample at Tensorflow's website](https://www.tensorflow.org/tutorials/generative/pix2pix). The training data consists of only two images. One image of the Antenna Galaxy and another is a starmap that was created from a star cluster image. Here is how the results look like:
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![images/example2.png](images/example2.jpg)
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> Supprots greyscale and RGB images. Alpha channel (if any) in the source image is removed during processing. Gives issues on some types of TIFF files.
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## Trying out the model in a web browser
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Here is link to a online demo of star reduction created using a trained model, TFLite and ReactJS. Please use a **desktop browser** to access the demo (for memory and performance reasons). The demo runs locally inside your browser, no data outside of your computer. Here is the link to the demo : https://ashishware.com/static/star_removal/index.html
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![](https://ashishware.com/images/star_removal_demo1.jpg)
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## Training model on your images
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The [notebook](train/star-removal-from-astronomical-images-with-pix2pix.ipynb) is available in the train folder.

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