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...

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Bibliographic Details

Published in:	Knowledge-based systems Vol. 326; p. 114049
Main Authors:	Ma, Shuxiao, Wang, Linyuan, Hou, Libin, Hou, Senbao, Yan, Bin
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 27.09.2025
Subjects:	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 Access:	Get full text
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