Interpretable modality-specific and interactive graph convolutional network on brain functional and structural connectomes

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Jing Xia, Yi Hao Chan, Deepank Girish, Jagath C. Rajapakse

Published: 01 Jan 2025, Last Modified: 04 Oct 2025Medical Image Anal. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A novel brain structure and function interactive graph convolution network.•An interactive module learns structure–function coupling strengths.•An interactive graph incorporating both modality-specific and coupling edges.•Salient modality-specific and coupling biomarkers for cognition and diseases.