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@@ -109,6 +109,9 @@ I would continue adding papers to this roadmap.
 
 **[33]** Oord, Aaron van den, et al. "Conditional image generation with PixelCNN decoders." arXiv preprint arXiv:1606.05328 (2016). [[pdf]](https://arxiv.org/pdf/1606.05328) **(PixelCNN)** :star::star::star::star:
 
+**[34]** Frid-Adar, Maayan, et al. "GAN-based synthetic medical image augmentation for increased CNN performance in liver lesion classification" Neurocomputing Journal (2018). [[pdf]](https://www.sciencedirect.com/science/article/pii/S0925231218310749) **(Image Generation using DCGAN ; Medical Image Analysis)** :star::star::star::star:
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 ## 2.4 RNN / Sequence-to-Sequence Model
 
 **[34]** Graves, Alex. "**Generating sequences with recurrent neural networks**." arXiv preprint arXiv:1308.0850 (2013). [[pdf]](http://arxiv.org/pdf/1308.0850) **(LSTM, very nice generating result, show the power of RNN)** :star::star::star::star: