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Test Torchreg

Repository for test Torchreg registration tool comparing with antsRegistration affine.

Data from ISBI 2015 - MS Lesion segmentation available here

Test based on this blog

Input Images for test

Data

1. Affine Intrasubject Intersession registration

Registration by Torchreg and antsRegistration

a) Torchreg in notebook

b) antsRegistrationSyNQuick.sh -f sub01_ses02_t2.nii.gz -m sub01_ses01_pd.nii.gz -o sub01_ses01_pd_to_sub01_ses02_t2_ -t a

Data_2

Mutual Information (Torchreg registration)

MeasureImageSimilarity -d 3 -m MI[sub01_ses02_t2.nii.gz, sub01_PD_to_ses02_t2.nii.gz ,1,32]

0.797

Mutual Information (antsRegistration)

MeasureImageSimilarity -d 3 -m MI[ sub01_ses02_t2.nii.gz, ants/sub01_ses01_pd_to_sub01_ses02_t2_Warped.nii.gz ,1,32]

0.802

Registration by Transform warp - Torchreg

image

2. Affine Intersubject registration

Registration intersubject

a) Torchreg in notebook

b) antsRegistrationSyNQuick.sh -f sub01_ses02_t2.nii.gz -m sub02_ses01_pd.nii.gz -o ants/sub02_ses01_pd_to_sub01_ses02_t2_ -t a Data_3

Mutual Information (Torchreg registration)

MeasureImageSimilarity -d 3 -m MI[sub01_ses02_t2.nii.gz, sub02_PD_to_sub01_ses02_t2.nii.gz.nii.gz ,1,32]

0.529

Mutual Information (antsRegistration)

MeasureImageSimilarity -d 3 -m MI[ sub01_ses02_t2.nii.gz, ants/sub02_ses01_pd_to_sub01_ses02_t2_Warped.nii.gz ,1,32]

0.543

Bibliography

Carass A, Roy S, Jog A, Cuzzocreo JL, Magrath E, Gherman A, Button J, Nguyen J, Prados F, Sudre CH, Jorge Cardoso M, Cawley N, Ciccarelli O, Wheeler-Kingshott CAM, Ourselin S, Catanese L, Deshpande H, Maurel P, Commowick O, Barillot C, Tomas-Fernandez X, Warfield SK, Vaidya S, Chunduru A, Muthuganapathy R, Krishnamurthi G, Jesson A, Arbel T, Maier O, Handels H, Iheme LO, Unay D, Jain S, Sima DM, Smeets D, Ghafoorian M, Platel B, Birenbaum A, Greenspan H, Bazin PL, Calabresi PA, Crainiceanu CM, Ellingsen LM, Reich DS, Prince JL, Pham DL. Longitudinal multiple sclerosis lesion segmentation: Resource and challenge. Neuroimage. 2017 Mar 1;148:77-102. doi: 10.1016/j.neuroimage.2016.12.064. Epub 2017 Jan 11. PMID: 28087490; PMCID: PMC5344762. PubMed:28087490

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