What is a Fair Diffusion Model? Designing Generative Text-To-Image Models to Incorporate VariousWorldviews

  1. DiffusionWorldViewer is packaged as a web GUI and Jupyter notebook to make it accessible to novice and expert users.
  2. A study with 13 GTI users found the tool shifts worldview decisions from the model to a conscious user choice and allows the representation of diverse user perspectives.
  3. Case studies demonstrate using DiffusionWorldViewer for tasks like improving minority representation, generating inclusive images, and exploring community depictions.
  4. The tool encourages users to consciously consider model worldviews rather than taking outputs for granted.
  5. Allowing flexible worldview editing promotes fairness beyond just demographic parity, reflecting the diversity of human perspectives.