Encoding and decoding in fMRI

T Naselaris, KN Kay, S Nishimoto, JL Gallant - Neuroimage, 2011 - Elsevier
Over the past decade fMRI researchers have developed increasingly sensitive techniques
for analyzing the information represented in BOLD activity. The most popular of these …

Reliability of cortical activity during natural stimulation

U Hasson, R Malach, DJ Heeger - Trends in cognitive sciences, 2010 - cell.com
Response reliability is complementary to more conventional measurements of response
amplitudes, and can reveal phenomena that response amplitudes do not. Here we review …

High-dimensional geometry of population responses in visual cortex

C Stringer, M Pachitariu, N Steinmetz, M Carandini… - Nature, 2019 - nature.com
A neuronal population encodes information most efficiently when its stimulus responses are
high-dimensional and uncorrelated, and most robustly when they are lower-dimensional …

[HTML][HTML] The multivariate temporal response function (mTRF) toolbox: a MATLAB toolbox for relating neural signals to continuous stimuli

MJ Crosse, GM Di Liberto, A Bednar… - Frontiers in human …, 2016 - frontiersin.org
Understanding how brains process sensory signals in natural environments is one of the key
goals of twenty-first century neuroscience. While brain imaging and invasive …

[HTML][HTML] A continuous semantic space describes the representation of thousands of object and action categories across the human brain

AG Huth, S Nishimoto, AT Vu, JL Gallant - Neuron, 2012 - cell.com
Humans can see and name thousands of distinct object and action categories, so it is
unlikely that each category is represented in a distinct brain area. A more efficient scheme …

The hierarchical cortical organization of human speech processing

WA de Heer, AG Huth, TL Griffiths… - Journal of …, 2017 - Soc Neuroscience
Speech comprehension requires that the brain extract semantic meaning from the spectral
features represented at the cochlea. To investigate this process, we performed an fMRI …

[HTML][HTML] Representational similarity analysis-connecting the branches of systems neuroscience

N Kriegeskorte, M Mur, PA Bandettini - Frontiers in systems …, 2008 - frontiersin.org
A fundamental challenge for systems neuroscience is to quantitatively relate its three major
branches of research: brain-activity measurement, behavioral measurement, and …

[HTML][HTML] Reconstructing speech from human auditory cortex

BN Pasley, SV David, N Mesgarani, A Flinker… - PLoS …, 2012 - journals.plos.org
How the human auditory system extracts perceptually relevant acoustic features of speech is
unknown. To address this question, we used intracranial recordings from nonprimary …

Attention during natural vision warps semantic representation across the human brain

T Çukur, S Nishimoto, AG Huth, JL Gallant - Nature neuroscience, 2013 - nature.com
Little is known about how attention changes the cortical representation of sensory
information in humans. On the basis of neurophysiological evidence, we hypothesized that …

[HTML][HTML] Bayesian reconstruction of natural images from human brain activity

T Naselaris, RJ Prenger, KN Kay, M Oliver, JL Gallant - Neuron, 2009 - cell.com
Recent studies have used fMRI signals from early visual areas to reconstruct simple
geometric patterns. Here, we demonstrate a new Bayesian decoder that uses fMRI signals …