Two modalities, same patient

5 datasets, 66 test pairs. A method is ranked here when it has a result on every pair of every one of them.

Read before comparing

7 datasets of this kind are shown below and not ranked on the official board: their licence does not allow a public leaderboard. The research board (Research, above the ranking) ranks them too.

Ranking Official Research

Provisional: no method has run on every dataset here yet. The methods that cover the most datasets come first, then the lower mean place on those.

#	Method	Mean rank	Datasets	ThoraxCBCT (Learn2Reg 2023), validation	RESECT	Pancreatic-CT-CBCT-SEG	Pelvic-Reference-Data	Prostate-MRI-US-Biopsy
1	ConvexAdam (MIND)GPUapp	2.03	3 of 5	2			2	1
2	greedyCPUapp	2.00	2 of 5	1	n/a		1	n/a
3	deedsCPUapp	2.58	2 of 5				4	2
4	NiftyRegCPUapp	3.00	2 of 5				3	3
5	uniGradICONGPUapp	3.00	1 of 5	3	n/a			n/a
6	corrFieldGPUapp	3.25	1 of 5	4	n/a	n/a	n/a	n/a
7	anatomix + ConvexAdamGPUapp	3.50	1 of 5	5

1 place in that table, 1 is best2/10 cases done, not ranked yetn/a does not apply not run some cases failed

Under each dataset, the method's place in that dataset's table: 1 is best, the darker the better. The mean rank averages its places over the datasets.

The scores, dataset by dataset

Each score is followed by its change against no registration: green when the method did better, red when it did worse.

ThoraxCBCT (Learn2Reg 2023), validation

6 pairs · ordered on Dice and SDlogJ

#	Method	Dice	Change	SDlogJ
1	greedy	0.588	+0.243	0.042
2	ConvexAdam (MIND)	0.594	+0.250	0.117
3	uniGradICON	0.642	+0.297	0.170
4	corrField	0.589	+0.244	0.801
5	anatomix + ConvexAdam	0.511	+0.167	0.096
	No registration	0.345		0.000

Pelvic-Reference-Data

10 pairs · ordered on TRE and SDlogJ

#	Method	TRE mm	Change	SDlogJ
1	greedy	2.21	−0.51	0.047
2	ConvexAdam (MIND)	2.19	−0.53	0.140
3	NiftyReg	4.85	+2.13	0.127
4	deeds	2.40	−0.32	0.186
	No registration	2.72		0.000

Prostate-MRI-US-Biopsy

30 pairs · ordered on Dice and SDlogJ

#	Method	Dice	Change	SDlogJ
1	ConvexAdam (MIND)	0.621	+0.002	0.253
2	deeds	0.514	−0.105	0.155
3	NiftyReg	0.299	−0.320	1.458
	No registration	0.619		0.000

µ-RegPro

35 pairs · ordered on Dice and SDlogJ research only

#	Method	Dice	Change	SDlogJ
1	ConvexAdam (MIND)	0.370	+0.152	0.112
	No registration	0.218		0.000

TopCoW 2024

10 pairs · ordered on Dice and SDlogJ research only

#	Method	Dice	Change	SDlogJ
1	ConvexAdam (MIND)	0.730	+0.118	0.131
2	NiftyReg	0.746	+0.135	0.426
	No registration	0.612		0.000

TopBrain 2025/2026

10 pairs · ordered on Dice and SDlogJ research only

#	Method	Dice	Change	SDlogJ
1	ConvexAdam (MIND)	0.632	+0.184	0.131
2	NiftyReg	0.604	+0.156	0.594
	No registration	0.448		0.000

6 datasets without a ranked method yet

RESECT, Pancreatic-CT-CBCT-SEG, Learn2Reg 2021, AbdomenMRCT, validation, BITE, CHAOS MR T1/T2, Liver 3D US-CT.

Two modalities, same patient

Read before comparing

Ranking OfficialResearch

The scores, dataset by dataset

Ranking Official Research