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De-makeup Transfer

Clone CPM and checkpoints from https://github.com/VinAIResearch/CPM

1. Using Makeup Transfer model to transform non-makeup to makeup image.Then use these 2 images to do data de-makeup (input: photo makeup and the output is an image without makeup). (train=1000, val=100, test=100)

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2. Build model : Unet

Unet architecture

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  • Pretrained Netwrok for Encoder (Resnet 50, ...)
  • Decoder

3. Loss function: Perceptual Loss

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Data

Makeup & non-makeup : Link

De-makeup data : Link

Results

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Reference

https://www.facebook.com/aivietnam.edu.vn/

https://github.com/VinAIResearch/CPM

https://github.com/thaoshibe/awesome-makeup-transfer