Open kylemcdonald opened 4 years ago
Excuse me, may I ask you that how you get the FairFace dataset? I found that I can not find the download link of FairFace.
Excuse me, may I ask you that how you get the FairFace dataset? I found that I can not find the download link of FairFace.
https://drive.google.com/file/d/1Z1RqRo0_JiavaZw2yzZG6WETdZQ8qX86/view
if you scroll to the bottom of the readme the link for this dataset (padding 0.25) and another are available
Best of luck on your endeavor!
The annotations may not be perfect due to the subjective nature of the task. The paper is about perceived, not self-identified, race (and also gender, age), like most existing face attribute classification papers/datasets.
Excuse me,may I ask you that how you get the pretrained models? I could not find the download link of the pretrained models.
The paper reads "We further refined the annotations by training a model from the initial ground truth annotations and applying back to the dataset. We then manually re-verified the annotations for images whose annotations differ from model predictions."
But I tried to do this check myself, and I found many examples of annotations that do not match the model predictions. I do not have an estimate for how many images have this problem. But here are a few samples from the validation dataset that are annotated as "White", along with the model's predictions for these images. I would guess 2-3 of these 64 people would self-identify as "White":