Brain Tissue Segmentation on ADNI (test) benchmark leaderboard · SOTA2 Research

Brain Tissue Segmentation on ADNI (test)

99Dice Coefficient (CSF)DuMeta++

Evaluation Results

Method	Links
DuMeta++2026.02		99	97.67	98.72	0.019	0.0292	0.0296
DuMeta2026.02		98.42	97.04	98.27	0.0205	0.0306	0.0303
LSRL2026.02		97.74	95.68	97.44	0.0369	0.0596	0.0615
LSOR2026.02		97.71	95.66	97.35	0.0379	0.0591	0.0647
PatchNCE2026.02		97.41	95.53	97.08	0.0405	0.0591	0.0641
Reptile2026.02		97.21	95.04	96.94	0.0419	0.064	0.067
MAML2026.02		97.17	95	96.77	0.0434	0.0609	0.0709
LNE2026.02		97.08	95.11	96.81	0.0414	0.0609	0.0641
GLCL2026.02		96.22	94.18	96.15	0.0558	0.0781	0.0824
PCL2026.02		95.75	93.7	95.81	0.0648	0.0878	0.0949
Context Restore2026.02		95.59	93.65	95.83	0.0687	0.0899	0.0936
RandInitUnet.3D2026.02		95.52	93.44	95.66	0.0693	0.0932	0.0985
RandInitUnet.2D2026.02		93.71	91.86	94.67	0.1123	0.1278	0.1361
DuMeta++2026.02		0.9869	0.9731	0.9847	0.0204	0.0301	0.0307
DuMeta2026.02		0.9809	0.9678	0.9796	0.0222	0.0315	0.0322
LSRL2026.02		0.9744	0.9535	0.9706	0.0398	0.0621	0.0645
LSOR2026.02		0.9738	0.9526	0.9697	0.0406	0.0628	0.068
PatchNCE2026.02		0.9716	0.952	0.9687	0.0402	0.0591	0.0634
Reptile2026.02		0.9687	0.9476	0.9656	0.0452	0.0666	0.0702
MAML2026.02		0.968	0.9472	0.9647	0.046	0.068	0.0736
LNE2026.02		0.9665	0.9456	0.9637	0.0487	0.0711	0.076
GLCL2026.02		0.9531	0.9332	0.9559	0.0736	0.0964	0.1018
PCL2026.02		0.9526	0.9314	0.9547	0.075	0.0995	0.1059
Context Restore2026.02		0.95	0.9289	0.9527	0.0821	0.1056	0.1101
RandInitUnet.3D2026.02		0.9459	0.9236	0.9495	0.0933	0.116	0.1226
RandInitUnet.2D2026.02		0.9223	0.9051	0.9361	0.1571	0.1573	0.2059