Table 1.
Transformations and similarity metrics available in ANTs.
Category | Transformation, ϕ | Similarity Measures | Brief Description |
---|---|---|---|
Linear | Rigid† | MSQ, CC, MI | translation and rotation |
Affine† | MSQ, CC, MI | rigid, scaling, and shear | |
Elastic | Deformable | CC, PR, MI, MSQ, JHCT, PSE | Demons-like algorithm |
DMFFD | CC, PR, MI, MSQ, JHCT, PSE | FFD variant | |
Diffeomorphic | Exponential | CC,PR, MI, MSQ, JHCT, PSE | minimizes υ(x) |
Greedy SyN† | CC, PR, MI, MSQ, JHCT, PSE | minimizes υ(x, t) locally in time | |
Geodesic SyN† | CC, PR, MI, MSQ, JHCT, PSE | minimizes υ(x, t) over all time |
Similarity metric acronyms: MSQ = mean squared difference, CC = cross correlation, PR = CC after subtraction of local mean from the image, MI = mutual information, JHCT = Jensen-Havrda-Charvat-Tsallis divergence, PSE = point-set expectation.
ANTs also provides the inverse of those transformations denoted by the ‘†’ symbol. Only the MSQ, CC and MI metrics are available for both affine and deformable registration and are evaluated here with the Greedy SyN transformation model.