Brain Image Segmentation on ABIDE (test)
90.8Dice ScoreSupervised UNet
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervised UNettraining_domain=real data2024.11 | 90.8 | |
| Learn2Synthsynthesis setting=parametric, noise parameter sigma=varying2024.11 | 88.1 | |
| Learn2Synthsynthesis setting=nonparametric, noise parameter sigma=fixed2024.11 | 87.9 | |
| Learn2Synthsynthesis setting=parametric, noise parameter sigma=fixed2024.11 | 87.8 | |
| SAMSEGtype=unsupervised Bayesian2024.11 | 87.5 | |
| Mixed SynthSegaugmentation=small number of real images2024.11 | 87.5 | |
| Learn2Synthsynthesis setting=nonparametric, noise parameter sigma=varying2024.11 | 87.4 | |
| Finetuned SynthSegfinetuning=small number of real images2024.11 | 87.1 | |
| Naive SynthSegtraining=from scratch in 2D2024.11 | 86.9 | |
| AdvChainapproach=adversarial-based baseline2024.11 | 86.7 |