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How does StackGAN processes such a realistic image just from collecting details in the text? What kind of algorithm is used behind it? Anyone have any idea? Please Share.

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Here is a paper called "StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks". Does it answer your question?

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    $\begingroup$ You should include some part of the answer in the post, since link-only answers aren't recommended. $\endgroup$ – kenorb Jan 5 '17 at 12:53
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    $\begingroup$ Thanks for your answer! Please edit your post to include the relevant parts of the paper (i.e. the algorithm) in your answer in case the link breaks. While links can be very helpful, each answer should be able to stand on its own. For more information, see How to Answer. $\endgroup$ – Ben N Jan 5 '17 at 14:44
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I would say it is a "Generative Adversarial Neural Network."

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