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Self-supervised Natural Image Reconstruction and Large-scale Semantic Classification from Brain Activity

Reconstructing natural images and decoding their semantic category from fMRI brain recordings is challenging. Acquiring sufficient pairs of images and their corresponding fMRI responses, which span the huge space of natural images, is prohibitive. We present a novel self-supervised approach that goe...

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Detalles Bibliográficos
Autores principales: Gaziv, Guy, Beliy, Roman, Granot, Niv, Hoogi, Assaf, Strappini, Francesca, Golan, Tal, Irani, Michal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9133799/
https://www.ncbi.nlm.nih.gov/pubmed/35342004
http://dx.doi.org/10.1016/j.neuroimage.2022.119121