Update README.md

README.md

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 # GIMP-ML
 Set of Machine Learning Python plugins for GIMP. 
 
-
 The plugins have been tested with GIMP 2.10 on the following machines: <br>
 [1] macOS Catalina 10.15.3 <br>
 [2] ubuntu 18.04 LTS
@@ -18,9 +17,24 @@ The plugins have been tested with GIMP 2.10 on the following machines: <br>
 [6] Open GIMP.
 
 # Applications on YouTube
-[1] [![](http://img.youtube.com/vi/U1CieWi--gc/0.jpg)](http://www.youtube.com/watch?v=U1CieWi--gc "Youtube Tutorials")
+[![](http://img.youtube.com/vi/U1CieWi--gc/0.jpg)](http://www.youtube.com/watch?v=U1CieWi--gc "") <br>
+[![](http://img.youtube.com/vi/HeBgWcXFQpI/0.jpg)](http://www.youtube.com/watch?v=HeBgWcXFQpI "") <br>
+[![](http://img.youtube.com/vi/adgHtu4chyU/0.jpg)](http://www.youtube.com/watch?v=adgHtu4chyU "") <br>
+[![](http://img.youtube.com/vi/q9Ny5XqIUKk/0.jpg)](http://www.youtube.com/watch?v=q9Ny5XqIUKk "") <br>
+[![](http://img.youtube.com/vi/thS8VqPvuhE/0.jpg)](http://www.youtube.com/watch?v=thS8VqPvuhE "") <br>
+[![](http://img.youtube.com/vi/kXYsWvOB4uk/0.jpg)](http://www.youtube.com/watch?v=kXYsWvOB4uk "") <br>
+[![](http://img.youtube.com/vi/HVwISLRow_0/0.jpg)](http://www.youtube.com/watch?v=HVwISLRow_0 "")
+
+# Paper References
+[1] Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network (https://arxiv.org/abs/1609.04802) <br>
+[2] DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better (https://arxiv.org/abs/1908.03826) <br>
+[3] Digging into Self-Supervised Monocular Depth Prediction (https://arxiv.org/abs/1806.01260) <br>
+[4] BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation (https://arxiv.org/abs/1808.00897) <br>
+[5] MaskGAN: Towards Diverse and Interactive Facial Image Manipulation (https://arxiv.org/abs/1907.11922) <br>
+[6] Perceptual Losses for Real-Time Style Transfer and Super-Resolution (https://cs.stanford.edu/people/jcjohns/eccv16/) <br>
+[7] Rethinking Atrous Convolution for Semantic Image Segmentation (https://arxiv.org/abs/1706.05587) <br>
 
-# References
+# Code References
 The following have been ported : <br>
 [1] https://github.com/switchablenorms/CelebAMask-HQ <br>
 [2] https://github.com/TAMU-VITA/DeblurGANv2 <br>