Representations from convolutional neural networks have been used as explanatory models for hierarchical sensory brain activations. Visual and auditory representations in the human brain have been studied with encoding models, RSA, decoding and reconstruction. However, none of the functional MRI data sets that are currently available has adequate amounts of data for sufficiently sampling their representations, or for training complex neural network hierarchies end-to-end on brain data for uncovering such representations. We recorded a densely sampled large fMRI dataset (TR=700 ms) in a single individual exposed to spatio-temporal visual and auditory naturalistic stimuli (30 episodes of BBC’s Doctor Who). The data consists of approximately ...
Contains fulltext : 195013.pdf (publisher's version ) (Open Access)Representations...
Abstract Speech comprehension is a complex process that draws on humans’ abilities to extract lexica...
The complexity of sensory stimuli has an important role in perception and cognition. However, its ne...
How does the human brain construct narratives from a sequence of spoken words? Here we present a ben...
This data set was analysed for the publication "Acoustic and higher-level representations of natural...
The goal of the human sensory system is to build a useful internal representation of the world. In v...
Naturalistic stimuli, including movie, music, and speech, have been increasingly applied in the rese...
AbstractThe investigation of brain activity using naturalistic, ecologically-valid stimuli is becomi...
Thesis (Ph.D.)--University of Washington, 2015Computational models of brain activity serve to not on...
A detailed understanding of visual object representations in brain and behavior is fundamentally lim...
This fMRI study investigated the effect of seeing articulatory movements of a speaker while listenin...
The analysis of functional magnetic resonance imaging (fMRI) data is challenging when subjects are u...
Encoding models can reveal and decode neural representations in the visual and semantic domains. How...
Interest towards higher ecological validity in functional magnetic resonance imaging (fMRI) experi...
There is a growing interest in functional magnetic resonance imaging (fMRI) studies on connectivity ...
Contains fulltext : 195013.pdf (publisher's version ) (Open Access)Representations...
Abstract Speech comprehension is a complex process that draws on humans’ abilities to extract lexica...
The complexity of sensory stimuli has an important role in perception and cognition. However, its ne...
How does the human brain construct narratives from a sequence of spoken words? Here we present a ben...
This data set was analysed for the publication "Acoustic and higher-level representations of natural...
The goal of the human sensory system is to build a useful internal representation of the world. In v...
Naturalistic stimuli, including movie, music, and speech, have been increasingly applied in the rese...
AbstractThe investigation of brain activity using naturalistic, ecologically-valid stimuli is becomi...
Thesis (Ph.D.)--University of Washington, 2015Computational models of brain activity serve to not on...
A detailed understanding of visual object representations in brain and behavior is fundamentally lim...
This fMRI study investigated the effect of seeing articulatory movements of a speaker while listenin...
The analysis of functional magnetic resonance imaging (fMRI) data is challenging when subjects are u...
Encoding models can reveal and decode neural representations in the visual and semantic domains. How...
Interest towards higher ecological validity in functional magnetic resonance imaging (fMRI) experi...
There is a growing interest in functional magnetic resonance imaging (fMRI) studies on connectivity ...
Contains fulltext : 195013.pdf (publisher's version ) (Open Access)Representations...
Abstract Speech comprehension is a complex process that draws on humans’ abilities to extract lexica...
The complexity of sensory stimuli has an important role in perception and cognition. However, its ne...