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ResearchFormerly WizWand

Classification on US-365K 1.0 (test)

35.34T1 Body System AccuracySigLIP

Evaluation results

Method	Links
SigLIP2026.04		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
BiomedCLIP2026.04		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-CLIP2026.04		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+g2026.04		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-Ds2026.04		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-Dg2026.04		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-CLIP2026.04		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
CLIP2026.04		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
MedCLIP2026.04		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-CLIP2026.04		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
MetaCLIP2026.04		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