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Papers Benchmarks Datasets Tasks

Image Registration research benchmarks – Page 2 · SOTA2 Research

Image Registration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OASIS isotropic voxel spacing with 1mm (test)

79.95DSC (%)

9

Jul 1, 2026

OR-PAM-Reg-Temporal 26K

0.967TNCC

9

Feb 26, 2026

XR-IRR scale 2.5-3.2 (lowest resolution level)

0.74ME

9

Feb 26, 2026

80.23DSC

9

Jun 30, 2026

Learn2Reg NLST (test)

Implicit Deformable Medical Image Registration with Learnable Kernels

1.72TRE (mm)

9

Feb 26, 2026

Before Registration

0SRME (eps=2)

9

Feb 26, 2026

Buckner dataset

63.5DSC

8

Jun 24, 2026

0.72aRMSE

8

Jun 4, 2026

1.97aRMSE

8

Jun 4, 2026

2.28aRMSE

8

Jun 4, 2026

1.12RMSE

8

May 13, 2026

79DSC

8

Apr 14, 2026

76.1DSC

8

Apr 14, 2026

92DSC

8

Apr 14, 2026

CHAOS Cross-Patient

65.6DSC

8

Apr 14, 2026

CHAOS Same-Patient

71.8DSC

8

Apr 14, 2026

RadChestCT (test)

89.4DSC

8

Mar 26, 2026

LPBA40 24 (test)

0.703DSC

8

Feb 26, 2026

OASIS 18 (test)

0.818DSC

8

Feb 26, 2026

87.3NCC

7

May 14, 2026

0.948NCC

7

May 14, 2026

0.573NCC

7

May 14, 2026

Learn2Reg (L2R) 2020 2021 (target)

Mean Teacher adaptation (ours) + Adam

2.38TRE

7

Feb 26, 2026

Cardiac SPECT/CT Registered µ-maps

DenseNet + DuSFE

1.79NMSE (%)

7

Feb 26, 2026

Buckner40 manual annotation (test)

0.786Dice Coefficient

7

Feb 26, 2026

Page 2 of 4

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OASIS Learn2Reg Brain MRI OAI VIS-XR

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