A transformer-Based neural language model that synthesizes brain activation maps from free-form text queries

•Text2Brain combines a transformer-based text encoder and a 3D convolutional neural network for brain image synthesis•Generates meaningful activation maps from open-ended text queries•Accurately predicts activation maps of common cognitive domains and task contrasts from their description•Robust to semantically similar text inputs