Last active
August 21, 2019 12:35
-
-
Save CYHSM/ed7c230cfa24b168fc69286f22b976b7 to your computer and use it in GitHub Desktop.
Register functional MRI images (fMRI) to template
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
def transform_to_template(fn_func, fn_template, save=False): | |
""" | |
Reads (4D)-functional images and transforms directly to template image | |
Inputs: | |
- fn_func : Path to functional images | |
- fn_template : Path to template brain, e.g. MNI template | |
- save : Whether to save transformed image to same folder as functional | |
Outputs: | |
- func_template : functional images transformed to template brain | |
""" | |
# Read functional images | |
func = ants.image_read(fn_func) | |
template = ants.image_read(fn_template) | |
# Register mean functional image to template brain, use SyNBold as transform as we register directly on functional images | |
anat_to_mni = ants.registration(fixed=template, moving=func.get_average_of_timeseries(), | |
type_of_transform='SyNBold') | |
# Now transform func to template space, use imagetype 3 for functional images | |
func_template = ants.apply_transforms(fixed=template, moving=func, transformlist=anat_to_mni['fwdtransforms'], | |
imagetype=3) | |
# Save transformed functional image | |
if save_anat: | |
fn_func_template = os.path.dirname(fn_func) + os.path.sep + 'template_' + os.path.basename(fn_func) | |
ants.image_write(func_template, fn_func_template) | |
return func_template |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment