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Papers Benchmarks Datasets Tasks

Image Registration research benchmarks – Page 3 · SOTA2 Research

Image Registration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

80.4Dice Score

6

Mar 5, 2026

Subject-to-subject registration

0Failure Rate

6

Feb 26, 2026

Subject-to-template registration

0Failure Rate

6

Feb 26, 2026

Marmoset Brain dataset (test)

0.749AQ

6

Feb 26, 2026

Annotated Brain Regions (test)

0.727SSIM

6

Feb 26, 2026

Slit lamp dataset 206 images (Raw data)

0Failed Rate

6

Feb 26, 2026

0Failure Rate

6

Feb 26, 2026

Patient Registration Dataset all-patients (combined sample)

Reliability-Aware CT–MRI Registration Framework (Rigid)

1.127Mean NMI

5

Jul 7, 2026

GridReg Bayesian

0.002Log Det(J)

5

Mar 19, 2026

13.306Log Det(J)

5

Mar 19, 2026

Learn2Reg Abdominal CT-MR (test)

70.4Dice

5

Feb 26, 2026

0.809Dice LV

5

Feb 26, 2026

78Dice

5

Feb 26, 2026

DIR-QA (unseen)

4.1Target Registration Error (TRE)

4

May 25, 2026

Lung GTV (unseen)

81.53DSC

4

May 25, 2026

XRF (holdout test)

0.12Average Euclidean Distance

4

May 13, 2026

87.9mAUC

4

Apr 14, 2026

34.8mAUC

4

Apr 14, 2026

Brain MRI Inter-subject Cross-contrast (n=24)

0.083PMM Mean

4

Feb 26, 2026

Brain MRI Inter-subject Same-contrast (n=24)

0.089PMM Mean

4

Feb 26, 2026

Brain MRI Same-subject Cross-contrast (n=24)

0.168Mean PMM

4

Feb 26, 2026

CTPelvic1K 1.0 (scan 003)

0.152Rotational Error (deg)

4

Feb 26, 2026

CTPelvic1K 1.0 (scan 002)

0.062Rotational Error (deg)

4

Feb 26, 2026

CTPelvic1K scan 001 1.0

0.067Rotational Error (deg)

4

Feb 26, 2026

0.34Registration Error

3

Mar 13, 2026

Page 3 of 4

Popular datasets

OASIS Learn2Reg Brain MRI OAI VIS-XR

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