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hair_style_generator's Introduction

hair_style_generator

This is a Pix2Pix implementation that tries to generate a haircut based on a drawing

Purpose

Just have fun using a machine learning algorithm to solve a trivial problem

Setup

  1. Import the notebook into Google Collab.
  2. Create the following folders in your Google Drive:
    • /content/drive/My Drive/pix2pix/jmamoon/hairstyle_filtered/input
    • /content/drive/My Drive/pix2pix/jmamoon/hairstyle_filtered/output
    • /content/drive/My Drive/pix2pix/jmamoon/hairstyle_filtered/generated_training
    • /content/drive/My Drive/pix2pix/jmamoon/hairstyle_filtered/generated_testing
    • /content/drive/My Drive/pix2pix/jmamoon/hairstyle_filtered/checkpoints
  3. Import the dataset from https://drive.google.com/drive/folders/13eFWEYs-onnpE__gZkTXz-IeEcJzwMJG
  4. Run the notebook

About the dataset

I used the Figaro 1k dataset to generate the input and output images. You can see more information about Figaro 1k in http://projects.i-ctm.eu/en/project/figaro-1k

Problems I faced

Dataset had too much variety I needed to filter to improve generation, but it reduced my dataset amount, so, I think it reduced the data quality.

What I've learned

Dataset determines how good is your neuronal network going to work.

Conclusion

Results were not as good as I expected, but I think It can be improved by adding more images in the dataset and preparing the input images in a better way.

hair_style_generator's People

Contributors

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Watchers

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