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Registration leaderboards

Pediatric T1 MRI with automatic regional labels

1 datasets, 10 test pairs. A method is ranked here when it has a result on every pair of every one of them.

Read before comparing

  • Nobody annotated these datasets by hand: their organ contours come from a segmentation program run on each image. A method that itself relies on that program is checked against its own view of the anatomy. These leaderboards are ranked apart for that reason.
  • Ranked apart: FastSurfer labels, not checked by people and not validated on children; a parent-reported earlier diagnosis.

Ranking OfficialResearch

#MethodMean rankPediatric T1 MRI with and without previous ADHD diagnosis
1ConvexAdam (MIND)GPUapp1.671
2anatomix + ConvexAdamGPUapp2.002
3DemonsCPUapp2.673.0–4.03
4multiGradICONGPUapp3.673.0–4.04
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.