Update README.md

README.md

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 [Generating Images with Perceptual Similarity Metrics based on Deep Networks](https://arxiv.org/abs/1602.02644)
 Alexey Dosovitskiy, Thomas Brox (2016)
 
-* Network architecture is translated from the original implementation in caffe using [pytorch-caffe](https://github.com/Animadversio/pytorch-caffe) repo. The definitions were included in `upconvGAN_def.py`
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+* Network architecture is translated from the original implementation in caffe using [pytorch-caffe](https://github.com/Animadversio/pytorch-caffe) repo.
+* The network definitions in pure torch were included in `GAN_utils.py`
 * Weights are translated from the pre-trained caffe weights from [
 Alexey Dosovitskiy's homepage](https://lmb.informatik.uni-freiburg.de/people/dosovits/code.html), and saved as torch state dict. 
 * This repo contains pre-trained state dicts of 9 generative models and a classification model (caffenet).