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

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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Bibliographic Details
Main Authors: Guy Gaziv, Roman Beliy, Niv Granot, Assaf Hoogi, Francesca Strappini, Tal Golan, Michal Irani
Format: Article
Language:English
Published: Elsevier 2022-07-01
Series:NeuroImage
Subjects:
Self-Supervised learning, Decoding, Encoding, fMRI, Image reconstruction, Classification
vision
Online Access:http://www.sciencedirect.com/science/article/pii/S105381192200249X

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