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Classification on US-365K 1.0 (test)

35.34T1 Body System Accuracy

SigLIP

Updated 15d ago

Evaluation Results

Method	Links
SigLIP 2026.04		35.34	46.91	7.9	28.16	33.25	38.95	24.46	24.93	42.94	51.47	22.98	15.48	28.18	30.49	85.31	53.38	27.18	32.11	34.17	35.76
BiomedCLIP 2026.04		32.88	39.81	13.4	24.82	39.4	39.35	16.53	22.45	64.13	61.36	22.15	26.57	19.67	26.27	85.41	54.43	10.73	20.97	33.81	35.11
Ultrasound-CLIP 2026.04		32.27	44.11	31.49	51.27	64.05	66.15	70.04	64.11	84.44	84.42	57.71	62.02	53.87	55.76	89.95	73.56	52.66	48.31	59.61	61.08
Ultrasound-CLIP-Ds+g 2026.04		29	41.43	26.84	45.51	54.81	55.7	55.38	51.71	74.19	72.87	51.29	51.03	42.27	50.53	63.64	59.45	60.19	47.57	50.84	52.87
Ultrasound-CLIP-Ds 2026.04		27.84	42.74	24.24	42.38	46.79	51.96	43.08	49.25	79.88	78.9	48.81	54.04	41.68	48.05	74.31	63.24	51	47.48	48.62	53.12
Ultrasound-CLIP-Dg 2026.04		26.52	39.77	29.8	49.21	60.59	63.16	53.16	49.63	79	77.84	56.5	58.37	45.17	54.32	51.44	58.16	46.65	45.62	49.87	55.12
PMC-CLIP 2026.04		16.7	34.71	9.37	20.97	24.26	33.32	8.94	22.78	61.88	57.92	19.65	34.55	20.74	30.33	11.53	53.83	16.32	24.23	21.04	34.74
CLIP 2026.04		11.27	26.08	0.83	12.07	4.89	29.22	6.26	12.74	28.91	52.28	14.17	24.31	8.69	23.83	39.9	49.01	4.67	29.19	13.29	28.75
MedCLIP 2026.04		11.25	29.68	0.35	17.38	6.07	22.36	39.87	30.29	41.44	36.15	30.55	30.42	16.61	49.18	79.71	47.01	2.44	24.47	25.37	31.88
UniMed-CLIP 2026.04		7.56	12.95	1.1	5.86	32.56	24.41	16.11	20.01	57.88	53.17	15.84	21.21	0.01	43.93	34.45	43.18	27.45	24.78	21.44	27.72
MetaCLIP 2026.04		5.99	29.14	2.58	14.83	4.48	24.54	3.67	13.37	29.63	58.5	11.7	25.96	4.65	21.78	44.43	65.66	3.63	34.24	12.3	32