Table 10 Test results for different regularization hyperparameter \(\:{\gamma\:}_{1}\) values.

From: Hybrid transformer and convolution iteratively optimized pyramid network for brain large deformation image registration

Parameter

\(\:\text{D}\text{S}\text{C}\uparrow\:\)

\(\:\text{A}\text{S}\text{S}\text{D}\downarrow\:\)

\(\:\left|{J}_{\varnothing\:}\right|<0\downarrow\:\)

\(\:\text{T}\left(\text{s}\right)\downarrow\:\)

LPBA40

OASIS

LPBA40

OASIS

LPBA40

OASIS

LPBA40

OASIS

\(\:{\gamma\:}_{1}=0.5\)

0.728±0.016

0.825±0.019

1.603±0.092

0.784±0.051

< 0.010%

< 0.075%

0.426

0.573

\(\:{\gamma\:}_{1}=1.0\)

0.737±0.013

0.830±0.020

1.404±0.066

0.786± 0.046

< 0.017%

< 0.030%

0.419

0.600

\(\:{\gamma\:}_{1}=2.0\)

0.733±0.013

0.813±0.024

1.570±0.081

0.845±0.060

< 0.002%

< 0.013%

0.427

0.587

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