Prostate Segmentation on Multi-site Prostate MRI (leave-one-domain-out) benchmark leaderboard · SOTA2 Research

Prostate Segmentation on Multi-site Prostate MRI (leave-one-domain-out)

88.43Site A vs Rest ScoreMedSAM+MoreStyle

Evaluation Results

Method	Links
MedSAM+MoreStyle2024.03		88.43	88.69	87.47	88.5	88.32	88.59	88.33
MedSAM2024.03		88.02	87.92	87.21	88.11	87.42	88.43	87.85
DAPSAM2024.09		86.34	81.05	70.81	85.28	82.91	81.48	81.31
Upper bound2024.09		85.38	83.68	82.15	85.21	87.04	84.29	84.63
Baseline2024.09		84.42	79.79	64.83	83.49	80.5	80.18	78.87
DeSAM [grid]2024.09		82.8	80.61	64.77	83.41	80.36	82.17	79.02
DeSAM [whole]2024.09		82.3	78.06	66.65	82.87	77.58	79.05	77.75
MaxStyle2024.09		81.25	70.27	62.09	58.18	70.04	67.77	68.27
CSDG2024.09		80.72	68	59.78	72.4	68.67	70.78	70.06
CCSDG+MoreStyle2024.03		80.67	75.99	66.28	69.57	60.38	67.22	70.02
CCSDG2024.03		80.62	69.52	65.18	67.89	58.99	63.27	67.58
CCSDG2024.09		80.62	69.52	65.18	67.89	58.99	63.27	67.58
SAMed2024.09		80.42	81.44	66.75	82.09	80.19	80.17	78.51
MoreStyle2024.03		80.06	74.42	54.16	65.96	51.12	54.19	63.32
SLAug2024.03		79.31	68.47	58.47	68.25	48.88	57.61	63.5
AdvBias2024.09		77.45	62.12	51.09	70.2	51.12	50.69	60.45
RandConv2024.09		75.52	57.23	44.21	61.27	49.98	54.21	57.07
EFDM2024.03		73.53	64.06	45.49	61.15	41.07	47.45	55.46
DSU2024.03		73.51	64.85	45.08	64.05	42.27	43.38	55.52
MaxStyle2024.03		73.4	63.63	51.45	62.15	38.14	56.31	57.51
MixStyle2024.09		73.04	59.29	43	62.17	53.12	50.03	56.78
MixStyle2024.03		72.32	64.19	40.27	60.23	40.33	48.59	54.32