Medical Image-Text Classification on Medical Specialties benchmark leaderboard · SOTA2 Research

Medical Image-Text Classification on Medical Specialties

44.13Ophthalmology PerformanceCHIPS

Evaluation Results

Method	Links
CHIPS2025.11		44.13	13.02	11.87	22.49	40.79	38.54	5.92	30.36	28.2
TRAK2025.11		43.25	10.12	11.02	16.75	37.66	28.83	5.41	28.16	24.54
TracIn2025.11		42.47	12.28	11.82	19.7	37.92	46.13	5.07	19.17	26.63
Dot2025.11		42.01	8.54	12.17	16.87	36.98	45.49	4.16	23.51	25.32
CHIPS2025.11		41.66	13.56	11.37	25.02	43.1	46.53	7.69	36.34	29.96
TracIn2025.11		41.3	10.47	12.02	16.69	35.69	51.79	4.96	26.34	26.46
TracIn2025.11		39.63	14.18	11.97	14.24	38.91	41.09	5.69	22.19	25.68
Dot2025.11		39.2	11.19	11.77	13.3	35.46	53.72	5.38	33.63	26.39
TRAK2025.11		38.95	10.49	11.42	16.92	36.96	25.7	7.75	25.14	23.54
CHIPS2025.11		38.93	11.05	11.87	21.43	37.99	50.22	5.29	25.96	27.03
BMCLIP2025.11		38.47	17.44	61.65	9.44	49.75	38.26	5.02	17.28	29.86
Dot2025.11		38.42	11.05	11.62	15.4	37.52	35.04	7.69	20.74	23.97
Random2025.11		36.77	11.9	12.07	18.42	43.35	47.08	6.42	10.94	26.28
Random2025.11		36.01	9.93	11.27	20.61	39.71	43.96	4.68	10.18	24.78
PubMedCLIP2025.11		35.92	20.27	9.63	8.45	25.77	60.5	8.45	25.27	26.21
Random2025.11		35.79	13.82	11.62	21.92	39.35	36.41	6.6	11.13	25
Random2025.11		34.47	13.86	11.82	18.82	45.82	41	10.06	10.56	26.26
Full Dataset2025.11		33.3	12.75	11.72	23.33	49.57	82.79	12.4	9.81	31.51
Concept-Balance2025.11		33.18	12.11	11.67	21.81	40.4	46.82	5.03	10.87	25.5
Concept-Balance2025.11		32.77	13.62	11.97	24	44.24	43.16	5.42	10.37	26.2
Concept-Filter2025.11		32.37	11.23	12.02	25.96	41.4	41.02	6.81	21.06	25.37
Concept-Balance2025.11		31.95	11.88	12.07	24.61	42.52	35.88	6.48	10.43	24.56
Concept-Filter2025.11		31.4	10.81	11.72	23.41	43.14	44.53	5.14	11.06	25.15
Concept-Filter2025.11		31.36	11.7	11.97	25.46	44.98	35.85	6.42	15.21	25.23
TRAK2025.11		30.29	12.37	12.17	25.93	39.04	45.95	4.46	12.88	25.19
CLIPScore2025.11		21.93	8.25	11.32	13.94	38.81	26.49	4.49	11.94	19.01
CLIPScore2025.11		17.33	9.83	11.27	18.82	38.01	32.35	4.45	11.25	20.01
Vanilla2025.11		15.91	19.76	10.82	17.95	30.09	57.96	5.24	10.56	23.51
CLIPScore2025.11		15.48	12.75	11.47	20.99	38.23	64.15	5.25	10.56	24.16
BioMedCLIP2025.11		14.42	15.59	1.2	10.14	21.17	44.79	4.66	72.91	21.45