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 # Star reduction in deep sky images
 
-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:
+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 Helix nebula and another is a starmap that was created from a star cluster image. Here is how the results look like:
 
 ![images/example2.png](images/example2.jpg)
 
@@ -79,7 +79,7 @@ Link to the processed image: [training_data/star_map_base.png](training_data/sta
 
 > [ESO/G. Beccari, CC BY 4.0](https://creativecommons.org/licenses/by/4.0), via Wikimedia Commons
 
-Url: [https://commons.wikimedia.org/wiki/File:The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg]([https://commons.wikimedia.org/wiki/File:Antennae_galaxies_xl.jpg](https://commons.wikimedia.org/wiki/File:The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg)) 
+Url: [https://commons.wikimedia.org/wiki/File:The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg](https://commons.wikimedia.org/wiki/File:The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg) 
 
 Direct Link: [https://upload.wikimedia.org/wikipedia/commons/9/95/The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg](https://upload.wikimedia.org/wikipedia/commons/9/95/The_star_cluster_NGC_3572_and_its_dramatic_surroundings.jpg)