An fMRI visual neural encoding method with multimodal large language model

•In summary, our contributions are primarily threefold:.•To our knowledge, we establish the first multimodal framework combining MLLM with fMRI visual neural encoding, introducing a systematic three-phase training paradigm specifically optimized for neural encoding tasks.•Building upon the Vicuna ar...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Knowledge-based systems Jg. 326; S. 114049
Hauptverfasser:	Ma, Shuxiao, Wang, Linyuan, Hou, Libin, Hou, Senbao, Yan, Bin
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 27.09.2025
Schlagworte:	fMRI Activity Multimodal large language model Three-phase training paradigm Visual neural encoding method Visual neural encoding method fMRI Activity Multimodal large language model Three-phase training paradigm
ISSN:	0950-7051
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!