Siyuan Hu

UltimateSynth synthesizes realistic MRI images across diverse contrasts to train AI models that generalize across scanner types, sequences, and age groups, achieving robust tissue segmentation with low variability.

This study reveals how imbalanced face datasets cause AI bias in DCNNs by showing that more frequent faces are better represented, leading to the other-race effect.