Dual-Guided Brain Diffusion Model: Natural Image Reconstruction from Human Visual Stimulus fMRI

L Meng, C Yang - Bioengineering, 2023 - mdpi.com
The reconstruction of visual stimuli from fMRI signals, which record brain activity, is a
challenging task with crucial research value in the fields of neuroscience and machine …

Semantics-guided hierarchical feature encoding generative adversarial network for natural image reconstruction from brain activities

L Meng, C Yang - 2023 International Joint Conference on …, 2023 - ieeexplore.ieee.org
The use of deep learning methods to decode visual perception images from brain activity
recorded by fMRI has received a lot of attention. However, limited fMRI data make the task of …

Hidden States in LLMs Improve EEG Representation Learning and Visual Decoding

A Liua, H Jinga, Y Liua, Y Maa, N Zhenga - 2024 - ebooks.iospress.nl
Analyzing brain signals and reconstructing visual stimuli from the brain can facilitate further
exploration on cognitive functions of the human brain, which have attracted strong interest in …