Statistical analysis of multimodal imaging data is a challenging task, since the involves high-dimensionality, strong spatial correlations and complex structures. In this article, we propose rigorous statistical testing procedures for making inferences on dependence data. Motivated by multi-task fMRI in Human Connectome Project (HCP) study, particularly address three hypothesis problems: (a) in...