Cardiac Image Segmentation on M&MS (test)

91.19Dice (Vendor A, LV)Upper bound

Evaluation results

Method
Upper bound2026.03	91.19	—	—	—	—	83.65	84	92.48	85.56	84.54	92.26	84.35	84.27	91.82	82.9	83.5	86.71	78.52	4.41	2.24	0.01
BCMDA2026.03	88.95	—	—	—	—	79.63	82.01	92.06	84.98	84.25	90.61	83.48	84.03	92	83.17	84.23	85.78	76.81	4.12	1.75	—
SymGD2026.03	88.36	—	—	—	—	78.28	81.29	90.36	81.78	82.58	90.13	82.75	82.19	91.59	82.47	84.15	84.66	75.69	4.89	2.37	0.01
FixMatch2026.03	87.97	—	—	—	—	78.7	78.95	90.32	81.61	80.8	88.25	80.37	75.56	90.42	81.2	81.48	82.97	74.02	6.49	3.45	0.01
SDCL2026.03	87.21	—	—	—	—	76.16	78.82	89.48	82.91	72.14	87.32	80.02	81.21	88.5	81.03	82.76	82.3	73.29	6.84	3.91	0.01
BCP2026.03	85.53	—	—	—	—	72.82	76.5	72.51	63.16	64.75	71.35	61.58	62.13	83.45	69.48	81.1	72.03	62.75	28.23	15.7	0.01
BCMDA2026.03	83.36	—	—	—	—	75.97	71.78	89	80.84	82.08	86.22	79.63	81.75	91.32	82.81	82.83	82.3	72.53	6.46	2.97	—
FixMatch2026.03	80.67	—	—	—	—	66.81	57.78	85.09	80.19	75.35	83.18	75.71	67.4	89.6	78.44	79.04	76.61	66.85	9.65	5.12	0.01
SDCL2026.03	77.44	—	—	—	—	61.02	69.62	88.43	77.91	76.79	81.85	69.38	71.61	84.75	76.03	81.62	76.37	66.53	12.08	7.72	0.01
BCP2026.03	73.18	—	—	—	—	32.47	37.45	67.19	55.86	57.55	64.41	40.52	43.89	66.91	62.04	59.08	55.04	45.63	35.74	23.48	0.01
SymGD2026.03	64	—	—	—	—	74.02	72.9	88.82	80.23	82.98	83.85	72.09	71.53	86.8	76.69	69.39	77.78	67.4	13.35	5.26	0.01
CauSSL2026.03	43.82	—	—	—	—	26.77	19.79	47.68	37.32	21.71	9.86	16.53	16.22	32.68	30.75	29.86	27.75	20.12	64.66	38.17	0.01
ABD2026.03	43.08	—	—	—	—	36.34	28.46	46.57	28.19	28.62	63.78	43.19	47.49	66.59	53.55	43.67	44.13	35.67	51.84	35.69	0.01
CauSSL2026.03	43.06	—	—	—	—	28.5	16.39	47.72	38.45	30.91	48.55	38.76	30.49	52.3	44.14	34.88	37.84	28.82	75.07	38.74	0.01
U-Net2026.03	41.67	—	—	—	—	27.89	28.39	56.56	49.59	47.19	55.89	45.64	42.6	69.31	58.3	57.52	48.38	40.61	43.02	28.68	0.01
ABD2026.03	41.4	—	—	—	—	24.88	5.94	25.31	21.25	16.72	17.7	9.43	11.57	34.98	29.56	30.42	22.43	17.04	63.68	52.05	0.01
UA-MT2026.03	40.48	—	—	—	—	30.44	20.91	50.65	43.24	36.96	48.55	37.35	30.98	47.27	43.11	34.01	38.66	30.14	71.75	41.14	0.01
SS-Net2026.03	40.1	—	—	—	—	25.92	21.34	49.29	44	39.09	58.61	48.42	45.58	51.87	48.06	36.84	42.43	34.88	53.4	36.52	0.01
U-Net2026.03	33.87	—	—	—	—	17.97	27	48.14	49.23	29.02	16.22	13.37	19.18	43.2	34.06	35.37	30.56	22.19	68.44	44.32	0.01
UA-MT2026.03	16.32	—	—	—	—	8.85	10.54	38.1	36.26	16.47	19.29	13.89	12.13	33.26	21.99	16	20.26	14.73	77.47	54.19	0.01
SS-Net2026.03	12.94	—	—	—	—	11.15	3.98	31.74	28.3	22.1	6.86	6.46	5.68	23.98	16.06	4.84	14.51	12.9	83.77	62.99	0.01
A3-TTA2026.02	—	79.95	77.24	78.16	78.78	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
A3-TTA2026.02	—	75.44	74.21	74.98	74.98	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
CoTTA2026.02	—	71.04	71.79	74.19	71.9	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
CoTTA2026.02	—	69.16	69.89	72.69	70.1	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
SAR2026.02	—	68.75	65.28	66.41	67.25	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
SAR2026.02	—	64.81	63.12	64.84	64.32	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Source2026.02	—	71.72	64.36	72.57	69.72	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Source2026.02	—	50.83	42.4	42.89	46.72	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
Source2026.02	—	60.51	44.21	66.51	56.93	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
TENT2026.02	—	71.08	66.62	64.48	68.42	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
TENT2026.02	—	67.69	65.2	64.21	66.24	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—