nquiry on Demographics Coverage in MediaPipe Landmark Detection Models

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Marc Nuñez Ubach

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Oct 8, 2024, 9:22:09 AM10/8/24
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Hello,

I am currently using the MediaPipe landmark detection models for a project that requires a comprehensive understanding of the model's performance across various demographic groups. To ensure fairness and accuracy in my application, I would like to know more about the demographic coverage considered during the training of the models.

Specifically, could someone provide insights into the following:

  1. Which datasets were used to train the landmark detection models, and do they include information on ethnicity or other demographic attributes?
  2. Were there specific efforts or techniques used to ensure diversity and reduce bias across different demographic groups?
  3. Is there any publicly available documentation or research that details the demographic diversity and representation in the training data?

Your guidance on this matter would be greatly appreciated, as it will help me assess and validate the model’s performance in my project.

Thank you!

Marc

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