EEG-based emotion recognition using logistic regression with Gaussian kernel and Laplacian prior and investigation of critical frequency bands

C Pan, C Shi, H Mu, J Li, X Gao - Applied sciences, 2020 - mdpi.com
Emotion plays a nuclear part in human attention, decision-making, and communication.
Electroencephalogram (EEG)-based emotion recognition has developed a lot due to the …

Semantic brain decoding: from fmri to conceptually similar image reconstruction of visual stimuli

M Ferrante, T Boccato, N Toschi - arXiv preprint arXiv:2212.06726, 2022 - arxiv.org
Brain decoding is a field of computational neuroscience that uses measurable brain activity
to infer mental states or internal representations of perceptual inputs. Therefore, we propose …

Multimodal decoding of human brain activity into images and text

M Ferrante, T Boccato, F Ozcelik… - UniReps: the First …, 2023 - openreview.net
Every day, the human brain processes an immense volume of visual information, relying on
intricate neural mechanisms to perceive and interpret these stimuli. Recent breakthroughs in …

Through their eyes: multi-subject Brain Decoding with simple alignment techniques

M Ferrante, T Boccato, F Ozcelik, R VanRullen… - Imaging …, 2024 - direct.mit.edu
To-date, brain decoding literature has focused on single-subject studies, that is,
reconstructing stimuli presented to a subject under fMRI acquisition from the fMRI activity of …

Retrieving and reconstructing conceptually similar images from fMRI with latent diffusion models and a neuro-inspired brain decoding model

M Ferrante, T Boccato, L Passamonti… - Journal of Neural …, 2024 - iopscience.iop.org
Brain decoding is a field of computational neuroscience that aims to infer mental states or
internal representations of perceptual inputs from measurable brain activity. In this study, we …

Generative Multimodal Decoding: Reconstructing Images and Text from Human fMRI

M Ferrante, T Boccato, F Ozcelik, R VanRullen… - … Generative Models for … - openreview.net
The human brain adeptly processes immense visual information using complex neural
mechanisms. Recent advances in functional MRI (fMRI) enable decoding this visual …