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Brain Tissue Segmentation on ADNI (test)

99Dice Coefficient (CSF)DuMeta++
-3.00080823.48017149.9611576.442129Feb 6, 2026

Evaluation results

MethodLinks
DuMeta++Protocol=Five-shot2026.029997.6798.720.0190.02920.0296
DuMetaProtocol=Five-shot2026.0298.4297.0498.270.02050.03060.0303
LSRLProtocol=Five-shot2026.0297.7495.6897.440.03690.05960.0615
LSORProtocol=Five-shot2026.0297.7195.6697.350.03790.05910.0647
PatchNCEProtocol=Five-shot2026.0297.4195.5397.080.04050.05910.0641
ReptileProtocol=Five-shot2026.0297.2195.0496.940.04190.0640.067
MAMLProtocol=Five-shot2026.0297.179596.770.04340.06090.0709
LNEProtocol=Five-shot2026.0297.0895.1196.810.04140.06090.0641
GLCLProtocol=Five-shot2026.0296.2294.1896.150.05580.07810.0824
PCLProtocol=Five-shot2026.0295.7593.795.810.06480.08780.0949
Context RestoreProtocol=Five-shot2026.0295.5993.6595.830.06870.08990.0936
RandInitUnet.3DProtocol=Five-shot, Dimensionality=3D2026.0295.5293.4495.660.06930.09320.0985
RandInitUnet.2DProtocol=Five-shot, Dimensionality=2D2026.0293.7191.8694.670.11230.12780.1361
DuMeta++Setup=One-shot2026.020.98690.97310.98470.02040.03010.0307
DuMetaSetup=One-shot2026.020.98090.96780.97960.02220.03150.0322
LSRLSetup=One-shot2026.020.97440.95350.97060.03980.06210.0645
LSORSetup=One-shot2026.020.97380.95260.96970.04060.06280.068
PatchNCESetup=One-shot2026.020.97160.9520.96870.04020.05910.0634
ReptileSetup=One-shot2026.020.96870.94760.96560.04520.06660.0702
MAMLSetup=One-shot2026.020.9680.94720.96470.0460.0680.0736
LNESetup=One-shot2026.020.96650.94560.96370.04870.07110.076
GLCLSetup=One-shot2026.020.95310.93320.95590.07360.09640.1018
PCLSetup=One-shot2026.020.95260.93140.95470.0750.09950.1059
Context RestoreSetup=One-shot2026.020.950.92890.95270.08210.10560.1101
RandInitUnet.3DDimensionality=3D, Setup=One-shot2026.020.94590.92360.94950.09330.1160.1226
RandInitUnet.2DDimensionality=2D, Setup=One-shot2026.020.92230.90510.93610.15710.15730.2059