Deformable Image Registration research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

DIRLab 4DCT

AD-RegNet

1.06Mean TRE (mm)

Feb 26, 2026

CMRxRecon (test)

OTMorph

87.6Dice

Feb 26, 2026

CamCAN T1w→T2w

AC-CAR

0.808Dice

Feb 26, 2026

Proton radiotherapy dataset (1,222 CT scan pairs)

Base-A-R-T

96.82NCC (%)

Apr 16, 2026

3D CamCAN T2w→T2w

AC-CAR

0.799Dice

Feb 26, 2026

3D CamCAN T1w→T1w

AC-CAR

0.844Dice Coefficient

Feb 26, 2026

3D CamCAN T2w→T1w

AC-CAR

81.4Dice

Feb 26, 2026

DIRLab 4DCT standard (test)

VCoR-Reg

1.18Case 1 Error

Feb 26, 2026

CANDI 32 structures (test)

SyN

0.012Jacobian Squared Determinant Statistic (s^2_D)

Feb 26, 2026

CANDI 28 structures (test)

SyN

0.012Jacobian Constraint Metric (s^2_D)

Feb 26, 2026

OASIS 28 structures (test)

SYMNet

0.005Jacobian Non-Positive Ratio (r_D)

Feb 26, 2026

LPBA40 (test)

Baseline

72.9DSC

Feb 26, 2026

Brain MRI First Experiment (unsupervised)

NiftyReg (CC)

75.5Dice Coefficient

Feb 26, 2026

Brain MRI (test)

VoxelMorph

6.89Mean Inference Time (s)

Mar 24, 2026

MM-WHS and ASOCA 2017

—

—Primary metric

Feb 26, 2026