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README.md

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 <img src="https://github.com/kritiksoman/tmp/blob/master/cover.png" width="1280" height="180"> <br>
 # Semantics for GNU Image Manipulation Program
-### :fast_forward: [YouTube](https://www.youtube.com/channel/UCzZn99R6Zh0ttGqvZieT4zw) :fast_forward: [Instagram](https://www.instagram.com/explore/tags/gimpml/) :fast_forward: [Manual](https://github.com/kritiksoman/GIMP-ML/wiki/User-Manual) :fast_forward: [Preprint](https://arxiv.org/abs/2004.13060) :fast_forward: [Medium](https://medium.com/@kritiksoman) :fast_forward: <br>
+### [<img src="https://github.com/kritiksoman/tmp/blob/master/yt.png" width="70" height="50">](https://www.youtube.com/channel/UCzZn99R6Zh0ttGqvZieT4zw) [<img src="https://github.com/kritiksoman/tmp/blob/master/inst.png" width="50" height="50">](https://www.instagram.com/explore/tags/gimpml/) [<img src="https://github.com/kritiksoman/tmp/blob/master/arxiv.png" width="100" height="50">](https://arxiv.org/abs/2004.13060) [User Manual](https://github.com/kritiksoman/GIMP-ML/wiki/User-Manual)<br>
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 :star: :star: :star: :star: are welcome. New tools will be added and existing will be improved with time.<br>
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 Updates: <br>
 [September 20] Added Force CPU use button and minor bug fixes. (Existing users should be able to update.)<br>
 [August 28] Added deep learning based dehazing and denoising. <br>