Brain2Music: Reconstructing Music from Human Brain Activity

07/20/2023
by   Timo I. Denk, et al.
0

The process of reconstructing experiences from human brain activity offers a unique lens into how the brain interprets and represents the world. In this paper, we introduce a method for reconstructing music from brain activity, captured using functional magnetic resonance imaging (fMRI). Our approach uses either music retrieval or the MusicLM music generation model conditioned on embeddings derived from fMRI data. The generated music resembles the musical stimuli that human subjects experienced, with respect to semantic properties like genre, instrumentation, and mood. We investigate the relationship between different components of MusicLM and brain activity through a voxel-wise encoding modeling analysis. Furthermore, we discuss which brain regions represent information derived from purely textual descriptions of music stimuli. We provide supplementary material including examples of the reconstructed music at https://google-research.github.io/seanet/brain2music

READ FULL TEXT

page 8

page 9

page 10

page 17

page 18

page 19

research
03/13/2020

BigGAN-based Bayesian reconstruction of natural images from human brain activity

In the visual decoding domain, visually reconstructing presented images ...
research
06/20/2019

Low-dimensional Embodied Semantics for Music and Language

Embodied cognition states that semantics is encoded in the brain as firi...
research
07/28/2022

EEG2Mel: Reconstructing Sound from Brain Responses to Music

Information retrieval from brain responses to auditory and visual stimul...
research
06/20/2023

Sound reconstruction from human brain activity via a generative model with brain-like auditory features

The successful reconstruction of perceptual experiences from human brain...
research
08/09/2021

Generating Music and Generative Art from Brain activity

Nowadays, technological advances have influenced all human activities, c...
research
09/30/2022

Mind Reader: Reconstructing complex images from brain activities

Understanding how the brain encodes external stimuli and how these stimu...
research
09/23/2022

Semantic scene descriptions as an objective of human vision

Interpreting the meaning of a visual scene requires not only identificat...

Please sign up or login with your details

Forgot password? Click here to reset