how to hand with the whitening face processed by whitening technology of phone?

[PapaMadeleine2022]

hello, this project has a good performance handing with yellow-skinned face, but poor performance for whitening face.
As we all know, now many people like to use whitening technology of the phone or camera to process image to whiten the face skin. And I find that the Columbia Gaze Dataset has slightly white-skinned face which is still different the whitening face processed by whitening technology of the phone or camera. So there are some larger gaze dataset including whitening face processed by whitening technology? If no, how should I hand with this whitening face test image to get a good performance?
Anyone can give some advises? @HzDmS