Synthia Martins Ribeiro, Maurício Bartelle Basso, Carla Massignan, Soraya Coelho Leal
Playful educational interventions in children and adolescents' health literacy: a systematic review
Health promotion international
temporally consistent accurate registration parcellation longitudinal cortical surfaces great importance studying longitudinal morphological functional changes human brains however existing methods developed registration parcellation single cortical surface applying longitudinal studies methods independently registerparcellate surface longitudinal scans thus often generating longitudinally inconsistent inaccurate results especially small ambiguous cortical regions essentially longitudinal cortical surface registration parcellation highly correlated tasks inherently shared constraints spatial temporal feature representations unfortunately ignored existing methods end unprecedentedly propose novel semisupervised learning framework exploit inherent relationships limited labeled data extensive unlabeled data robust consistent registration parcellation longitudinal cortical surfaces method utilizes spherical topology characteristic cortical surfaces employs spherical network function encoder extracts highlevel cortical features subsequently build two specialized decoders dedicated tasks registration parcellation respectively extract meaningful spatial features design novel parcellation map similarity loss utilize relationship registration parcellation tasks ie parcellation map warped deformation field registration match atlas parcellation map thereby providing extra supervision registration task augmented data parcellation task warping atlas parcellation map unlabeled surfaces enable temporally consistent feature representation additionally enforce longitudinal consistency among longitudinal surfaces registering together using concatenated features experiments two longitudinal datasets infants adults shown method achieves significant improvements registrationparcellation accuracy longitudinal consistency compared existing methods especially small challenging cortical regions