[SOLVED] Machine-Learning- HW6: Anime Face Generation

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Description

5/5 - (1 vote)

Task Introduction Anime Face Generation

TODO

  • Train your own anime face generator using Generative Adversarial Networks.

Dataset

Crypko

https://crypko.ai/#

Data Collections

Thanks to Arvin Liu for collecting this dataset.

Data Format

  • The download link is in the sample code.
  • Unzip zip, the data format is as below:
  • faces/

○     0.jpg

○     1.jpg

○     …

  • Total 71314 .jpg files in a folder.
  • DO NOT use any extra data and pretrained models.

 

JudgeBoi

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JudgeBoi

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NTU Cool

  • Upload your code to NTU Cool.

○         TAs will check your code if necessary.

  • If you beat the boss baseline in JudgeBoi, you may submit a report named pdf to explain the method you use to obtain the extra 0.5 pt.

 

○     The FID score assesses the similarity between two datasets of images, which is the lower the better in this task.

Evaluation Metrics

  • AFD (anime face detection) rate

○          To detect whether an anime face is in a given image.

○       The detection rate is the higher the beter.