Medical Report Generation

Benchmarks

Dataset Name	SOTA Method	Metric
MIMIC-CXR (test)	EIR	ROUGE-L0.415	62	1mo ago
IU-Xray (test)	NeuroSymb-MRG (Ours)	ROUGE-L0.463	56	1mo ago
MIMIC-CXR	MedWriter	BLEU-40.164	43	1mo ago
MIMIC-CXR	MedQwen	ROUGE-L25.69	28	16d ago
MIMIC-CXR	DART	F1 Score53.3	22	1mo ago
MIMIC-CXR 2.0.0 (test)	SEI-1	BL-40.148	21	1mo ago
IU X-Ray	COMG	BLEU-10.536	21	1mo ago
IU-Xray	Fleming-VL-8B	ROUGE-L44.9	17	1mo ago
Open-i	MedWriter	CIDEr0.345	17	1mo ago
MIMIC-CXR	Lingshu-7B + Med-Scout	ROUGE-L31.4	15	1mo ago
SpineBench		SIP4.55	14	1mo ago
CBCT Report Generation Chinese (ZH)	CBCTRepD	BLEU-148.3	13	1mo ago
Tuberculosis dataset	MedGemma + FF	F1 Score30.55	13	1mo ago
ReXGradient	RadHiera	BERTScore54.4	12	17d ago
Ophthalmology dataset (test)	LLaVA-Med + FF	BLEU-10.7685	11	1mo ago
IU-Xray	MEDALIGN	BLEU10.31	11	1mo ago
IU X-Ray	MRG-R1	Precision50.86	11	1mo ago
Six Medical Datasets Average Merged (test)	X-RGen	BLEU-10.401	11	1mo ago
MIMIC-CXR & OPEN-I Weighted Average	DeepMedix-R1	BLEU-129.07	10	1mo ago
OPEN-I (impression)		BLEU-10.3639	10	1mo ago
OPEN-I (findings)	DeepMedix-R1	BLEU-10.3958	10	1mo ago
MIMIC-CXR (impression)	DeepMedix-R1	BLEU-10.2135	10	1mo ago
MIMIC-CXR findings	DeepMedix-R1	BLEU-134.02	10	1mo ago
FFA-IR (test)	CGT	BLEU-10.456	9	1mo ago
CBCT Report Generation English		BLEU-10.16	8	1mo ago

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