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face-generation-using-dcgans's Introduction

Face-Generation-Using-DCGANs

Run the First Section of any of the Notebook to download and extract the Celebrity Dataset in the current working directory

                                            OR

Download and extract the dataset manually from this link and put the files in this structure

-/DC_GANs_for_3_channel_images.ipynb
-/100k
--/1.jog
--/2.jpg

Run all the cells of the notebook to train on 100,000 batches of images

Best Results From Each Notebook

Each Batch Contains 64 randomly selected images from the dataset

Best Results from the Shallow Network

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Best Results from the Deeper Network

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Best Results from the Deeper Network with Noise in Real and Fake Labels

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Best Results from the Deeper Network with Noise in Real, Fake Labels and Input Image

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Best Results from the Deep Network with Transposed Convolutions

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face-generation-using-dcgans's People

Contributors

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