Question about Hierarchy Plot

princetonvisualai / revise-tool

REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets --- https://arxiv.org/abs/2004.07999

MIT License

111 stars 19 forks source link

Question about Hierarchy Plot #29

Closed aitrain closed 3 years ago

aitrain commented 3 years ago

Hi Angelina,

just a quick question. How should the hierarchy visualization be interpreted?

Thank you very much in advance! :)

All the best, Nastassia

Angelina-Wang commented 3 years ago

They serve as a sanity check on if the co-occurrences are aligned with your mental model. For example, in a dataset if forks and spoons co-occur frequently, this is probably what you would expect, but if forks and soccer balls also co-occur just as frequently, this may lead to a different understanding of what kinds of images the dataset contain (maybe more outdoor eating scenes than indoor ones)