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+ # Explore the Expression: Facial Expression Generation using Auxiliary Classifier Generative Adversarial Network
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+ ![FExGAN GIF Demo](https://github.com/azadlab/FExGAN/blob/master/FExGAN.gif?raw=true)
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+ This is the implementation of the FExGAN proposed in the following article:
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+ [Explore the Expression: Facial Expression Generation using Auxiliary Classifier Generative Adversarial Network](https://www.arxiv.com)
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+ FExGAN takes input an image and a vector of desired affect (e.g. angry,disgust,sad,surprise,joy,neutral and fear) and converts the input image to the desired emotion while keeping the identity of the original image.
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+ ![FExGAN GIF Demo](https://github.com/azadlab/FExGAN/blob/master/results.png?raw=true)
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+
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+ # Requirements
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+ In order to run this you need following:
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+ * Python >= 3.7
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+ * Tensorflow >= 2.6
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+ * CUDA enabled GPU (e.g. GTX1070/GTX1080)
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+
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+ # Usage
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+ You can either run this on google colab or run it on your local system
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+ * Install the pre-requisites
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+ * Download the models (if any link fails in the notebook due to google drive restriction, try downloading them manually)
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+ * Execute the rest of the notebook
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+
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+ # Citation
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+ If you use any part of this code or use ideas mentioned in the paper, please cite the following article.
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+ ```
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+ @article{Siddiqui_FExGAN_2022,
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+ author = {{Siddiqui}, J. Rafid},
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+ title = {{Explore the Expression: Facial Expression Generation using Auxiliary Classifier Generative Adversarial Network}},
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+ journal = {ArXiv e-prints},
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+ archivePrefix = "arXiv",
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+ keywords = {Deep Learning, GAN, Facial Expressions},
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+ year = {2022}
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+ url = {http://arxiv.org/abs/2201.09061},
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+ }
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+ ```