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Learn2Reg official validation pairs

4 datasets, 79 test pairs. A method is ranked here when it has a result on every pair of every one of them.

Read before comparing

  • 3 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.

The seven tasks scored as their organisers score them, to read a line beside the official boards. OASIS and NLST have an automatic ground truth and enter no other track.

Ranking OfficialResearch

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.
#MethodMean rankDatasetsLearn2Reg 2020, Task 4, validationLearn2Reg 2021, LungCT, validationNLST (Learn2Reg 2022-23), validationThoraxCBCT (Learn2Reg 2023), validation
1greedyCPUapp2.501 of 41
2ConvexAdam (MIND)GPUapp2.751 of 42
3uniGradICONGPUapp3.001 of 43
4corrFieldGPUapp3.251 of 4n/a4
5anatomix + ConvexAdamGPUapp3.501 of 45
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.

6 datasets without a ranked method yet

Learn2Reg 2020, Task 4, validation, Learn2Reg 2021, LungCT, validation, NLST (Learn2Reg 2022-23), validation, Learn2Reg 2020, Task 3, validation, Learn2Reg 2021, AbdomenMRCT, validation, Learn2Reg 2021, OASIS, validation.