www-from-model/content/publications/7de16586-c19a-4334-b84c-33da571debf4/_index.md
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---
title: 'The effect of acquisition resolution on orientation decoding from V1: comparison
of 3T and 7T'
persons:
- ayan-sengupta
- michael-hanke
- orcid:0000-0001-5840-5658
topics:
- neuroimaging
- predictive-data-analysis
params:
graphRootNodePID: xyzrins:publications/7de16586-c19a-4334-b84c-33da571debf4
pid: xyzrins:publications/7de16586-c19a-4334-b84c-33da571debf4
doi: 10.1101/305417
date: '2018-04-22'
title: 'The effect of acquisition resolution on orientation decoding from V1: comparison
of 3T and 7T'
description: Previously published results indicate that the accuracy of decoding visual
orientation from 7 Tesla fMRI data of V1 peaks at spatial acquisition resolutions
that are routinely accessible with more conventional 3 Tesla scanners. This study
directly compares the decoding performance between a 3 Tesla and a 7 Tesla dataset
that were acquired using the same stimulation paradigm by applying an identical
analysis procedure. The results indicate that decoding models built on 3 Tesla data
are comparatively impaired. Moreover, we found no evidence for a strong coupling
of BOLD signal change magnitude or temporal signal to noise ratio (tSNR) with decoding
performance. Direct enhancement of tSNR via multiband fMRI acquisition at the same
resolution did not translate into improved decoding performance. Additional voxel
selection can boost 3 Tesla decoding performance to the 7 Tesla level only at a
3 mm acquisition resolution. In both datasets the BOLD signal available for orientation
decoding is spatially broadband, but, consistent with the size of the BOLD point-spread-function,
decoding models at 3 Tesla utilize spatially coarser image components.
kind: bibo:AcademicArticle
author:
- pid: xyzrins:persons/ayan-sengupta
given_name: Ayan
family_name: Sengupta
- pid: xyzrins:persons/michael-hanke
given_name: Michael
family_name: Hanke
- pid: orcid:0000-0001-5840-5658
given_name: Stefan
family_name: Pollmann
topic:
- pid: xyzrins:topics/neuroimaging
display_label: Neuroimaging
- pid: xyzrins:topics/predictive-data-analysis
display_label: Predictive data analysis
---