This study establishes an imaging-based multimodal characterization (IMC) platform to link in vivo activity, whole-brain morphology, and spatial gene expression in the same cortical projection neurons. Applied to the mouse visual cortex, IMC reveals complementary morphological and molecular predictors of visual responses, identifies a neuronal subtype defined by trimodal profiling, and provides a ground-truth resource for multimodal integration.