GAN Performance Training Data

The following is a comprehensive set of training data. Each group is structured based on one of 3 attributes:

1. Age
2. Gender
3. Ethnicity

Each of the 24 columns contains 4 images in two pairs. The LHS pair is of a projection and real mugshot the GAN performed well with, and the RHS contains a mugshot-projection pair the GAN did poorly with. The images in each pair are titled GAN Generated and Real Image respectively. The entire column for each category is ordered such that high quality mugshot-projection pairs are on the LHS and low quality mugshot-projection pairs are on the RHS.

Moreover, each LHS and RHS mugshot pair will be from the same: Gender & Ethnicity & Age (bin) so that you can focus on features outside of those dimensions.

Use this data-set to form a hypothesis about which features the GAN is under-performing with, this is why I have presented both the actual mugshot and the projection. NOTE The test data will be in form of a Google sheet (as before). This will contain only real mugshots, of the same quality as the real images labeled below.

Happy hypothesizing :)

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Training Data

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