This coordinate-based fMRI meta-analysis compared neural correlates and cognitive outcomes across cognitive (n=22), physical (n=22), and meditative (n=20) training studies in healthy non-expert individuals. Cognitive and physical training improved pre/post-training cognitive metrics, while all three training types increased brain activity in distinct but neighbouring fronto-medial cortical regions.