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Medical Image Segmentation on AMOS 5% labeled

76.5Mean Dice

V-Net (fully)

Updated 4d ago

Evaluation Results

Method
V-Net (fully) 2023.07	76.5	2.01	92.2	92.2	93.3	65.5	70.3	95.3	82.4	91.4	85	74.9	58.6	58.1	65.6	64.4	58.3
VNet 2026.02	76.5	2.01	92.2	92.2	93.3	65.5	70.3	95.3	82.4	91.4	85	74.9	58.6	58.1	65.6	64.4	58.3
DINO-Mix 2026.02	62.73	3.28	85.9	85.6	85.4	39.2	59.6	90.1	62.5	86.9	74.2	60.2	44	38.9	44.1	50.3	34.1
SKCDF 2026.02	53.81	5.97	77.1	77.9	71.2	34.1	50.4	88.6	51.6	80.9	58.9	48.8	33	30.2	32.2	45.9	26.4
A&D 2026.02	50.03	5.21	73.1	76	76.5	29.1	44.9	82.5	49	72.8	61.7	48.5	30.2	19.7	36.4	32.9	18.2
DHC 2023.07	49.53	13.89	68.1	69.6	71.1	42.3	37	76.8	43.8	70.8	57.4	43.2	27	28.7	29.1	41.4	36.7
DHC 2026.02	49.53	13.89	68.1	69.6	71.1	42.3	37	76.8	43.8	70.8	57.4	43.2	27	28.7	29.1	41.4	36.7
SimiS 2023.07	47.27	11.51	77.4	72.5	68.7	32.1	14.7	86.6	46.3	74.6	54.2	41.6	24.4	17.9	21.9	47.9	28.2
SimiS 2026.02	47.27	11.51	77.4	72.5	68.7	32.1	14.7	86.6	46.3	74.6	54.2	41.6	24.4	17.9	21.9	47.9	28.2
CREST 2023.07	46.55	14.62	66.5	64.2	65.4	36	32.2	77.8	43.6	68.5	52.9	40.3	24.7	19.5	26.5	43.9	36.4
CReST 2026.02	46.55	14.62	66.5	64.2	65.4	36	32.2	77.8	43.6	68.5	52.9	40.3	24.7	19.5	26.5	43.9	36.4
CLD 2023.07	46.1	15.86	67.2	68.5	71.4	41	21	76.1	42.4	69.8	52.1	37.9	24.7	23.4	22.7	38.1	35.2
CLD 2026.02	46.1	15.86	67.2	68.5	71.4	41	21	76.1	42.4	69.8	52.1	37.9	24.7	23.4	22.7	38.1	35.2
URPC 2023.07	44.93	27.44	67	64.2	67.2	36.1	0	83.1	45.5	67.4	54.4	46.7	0	29.4	35.2	44.5	33.2
URPC 2026.02	44.93	27.44	67	64.2	67.2	36.1	0	83.1	45.5	67.4	54.4	46.7	0	29.4	35.2	44.5	33.2
UA-MT 2023.07	42.16	15.48	59.8	64.9	64	35.3	34.1	77.7	37.8	61	46	33.3	26.9	12.3	18.1	29.7	31.6
UA-MT 2026.02	42.16	15.48	59.8	64.9	64	35.3	34.1	77.7	37.8	61	46	33.3	26.9	12.3	18.1	29.7	31.6
DePL 2023.07	41.97	20.42	55.7	62.4	57.7	36.6	31.3	68.4	33.9	65.6	51.9	30.2	23.3	10.2	20.9	43.9	37.7
DePL 2026.02	41.97	20.42	55.7	62.4	57.7	36.6	31.3	68.4	33.9	65.6	51.9	30.2	23.3	10.2	20.9	43.9	37.7
DST 2023.07	41.44	21.12	58.9	63.3	63.8	37.7	29.6	74.6	36.1	66.1	49.9	32.8	13.5	5.5	17.6	39.1	33.1
DST 2026.02	41.44	21.12	58.9	63.3	63.8	37.7	29.6	74.6	36.1	66.1	49.9	32.8	13.5	5.5	17.6	39.1	33.1
CPS 2023.07	41.08	20.37	56.1	60.3	59.4	33.3	25.4	73.8	32.4	65.7	52.1	31.1	25.5	6.2	18.4	40.7	35.8
CPS 2026.02	41.08	20.37	56.1	60.3	59.4	33.3	25.4	73.8	32.4	65.7	52.1	31.1	25.5	6.2	18.4	40.7	35.8
Adsh 2026.02	40.33	24.53	56	63.6	57.3	34.7	25.7	73.9	30.7	65.7	51.9	27.1	20.2	0	18.6	43.5	35.9
Adsh 2023.07	40.31	24.53	56	63.6	57.3	34.7	25.7	73.9	30.7	65.7	51.9	27.1	20.2	0	18.6	43.5	35.9
Basak et al. 2023.07	38.73	31.76	68.8	59	54.2	29	0	83.7	39.3	61.7	52.1	34.6	0	0	26.8	45.7	26.2
Basak 2026.02	38.73	31.76	68.8	59	54.2	29	0	83.7	39.3	61.7	52.1	34.6	0	0	26.8	45.7	26.2
SS-Net 2023.07	33.88	54.72	65.4	68.3	69.9	37.8	0	75.1	33.2	68	56.6	33.5	0	0	0	0.2	0.2
SS-Net 2026.02	33.88	54.72	65.4	68.3	69.9	37.8	0	75.1	33.2	68	56.6	33.5	0	0	0	0.2	0.2