Brain Tissue Segmentation on MRBrainS 2013 (test)

86.33GM DSCHyperDenseNet

Evaluation results

Method
HyperDenseNet2018.04	86.33	1.34	6.19	89.46	1.78	6.03	83.42	2.26	7.31	48	—	—	—	—	—	—
VoxResNet2018.04	86.15	1.44	6.6	89.46	1.93	6.05	84.25	2.19	7.69	54	—	—	—	—	—	—
VoxResNet2018.04	86.12	1.47	6.42	89.39	1.93	5.84	83.96	2.28	7.44	56	—	—	—	—	—	—
MSL-SKKU2018.04	86.06	1.52	6.6	89	2.11	5.54	83.76	2.32	6.77	61	—	—	—	—	—	—
LRDE2018.04	86.03	1.44	6.05	89.29	1.86	5.83	82.44	2.28	9.03	61	—	—	—	—	—	—
3D-UNet2018.04	85.44	1.58	6.6	88.86	1.95	6.47	83.47	2.22	8.63	84	—	—	—	—	—	—
MDGRU2018.04	85.4	1.54	6.09	88.98	2.02	7.69	84.13	2.17	7.44	80	—	—	—	—	—	—
PyraMiD-LSTM22018.04	84.89	1.67	6.35	88.53	2.07	5.93	83.05	2.3	7.17	83	—	—	—	—	—	—
IDSIA2018.04	84.82	1.7	6.77	88.33	2.08	7.05	83.72	2.14	7.09	100	—	—	—	—	—	—
STH2018.04	84.77	1.71	6.02	88.45	2.34	7.67	82.77	2.31	6.73	112	—	—	—	—	—	—
Keep the Core-Brightness/Contrast2025.12	72.6	1.5791	—	74.14	3.0973	—	70.75	1.6739	—	—	0.4102	0.3646	1.0075	62.11	65.37	67.86
Keep the Core-Bias Field2025.12	72.14	1.5451	—	75.25	3.7876	—	70.34	1.6955	—	—	0.4291	0.3981	1.1525	62.34	65.1	67.8
Gamma Correction2025.12	72.13	1.5088	—	74.09	3.6378	—	70.34	1.6832	—	—	0.4286	0.4021	1.3495	62.37	65.08	67.34
Brightness/Contrast2025.12	72.1	1.6027	—	74.45	3.7314	—	70.28	1.7027	—	—	0.4118	0.4021	1.5862	62.28	65.07	67.61
Keep the Core-MRS2025.12	72.07	1.5814	—	72.49	3.3757	—	70.24	1.7568	—	—	0.425	0.4365	0.7065	62.18	64.99	65.56
Keep the Core-Gamma2025.12	71.98	1.6529	—	74.14	3.623	—	70.39	1.6382	—	—	0.4188	0.4252	1.2716	62.44	65.93	67.37
Baseline2025.12	71.04	2.5323	—	73.09	4.7501	—	69.47	1.967	—	—	0.4383	0.6621	2.0734	61.15	63.67	66.37
MRS2025.12	70.68	2.4285	—	71.03	5.0634	—	68.64	2.0022	—	—	0.4859	0.6938	1.8649	59.81	63.12	63.68
Keep the Core-HSMix2025.12	70.63	1.6678	—	70.95	4.1721	—	67.87	2.1474	—	—	0.5202	0.7576	1.1763	58.7	62.82	63.5
Baseline2025.12	70.07	3.1604	—	70.17	7.2391	—	68.55	1.9931	—	—	0.5097	0.9757	2.928	59.71	62.11	62.26
Bias Field2025.12	69.95	3.1019	—	72.33	5.2166	—	68.44	2.0534	—	—	0.5317	0.8232	1.9217	59.56	62.18	64.65
Baseline2025.12	69.36	3.4329	—	70.98	5.2567	—	66.59	2.3639	—	—	0.5767	0.931	2.1417	57.1	61.51	63.41
Keep the Core-Gaussian Blur2025.12	69.36	3.0597	—	70.43	7.0595	—	66.39	2.3546	—	—	0.6025	0.7765	2.7829	56.69	61.01	62.37
Gaussian Blur2025.12	69.28	3.0653	—	70.01	7.2002	—	66.39	2.3789	—	—	0.609	0.777	3.463	56.71	61	62.15
HSMix2025.12	69.17	3.4378	—	69.03	4.9869	—	66.4	2.5743	—	—	0.6158	1.0094	1.9139	56.71	60.87	61.71