SOTA Radiology Report Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MIMIC-CXR (test)	ECHOBase	ROUGE-L54.45	209	5d ago
IU-Xray (test)		ROUGE-L0.448	110	12d ago
CheXpert Plus (test)	MambaXray-VL-L	Precision0.377	88	7d ago
MIMIC-CXR	Controllable	ROUGE-L42.3	57	2mo ago
CT-RATE (test)	ASAP	BL-160	49	1d ago
CHEXPERT Plus		R-L27.1	37	2mo ago
Radiology Reports	Merlin	BLEU26.9	28	3mo ago
MIMIC-CXR Findings	DAMPER	BLEU-419.3	26	2mo ago
MIMIC-CXR (official)	FSE-1	CheXpert-14 Score0.474	23	6d ago
IU X-ray Findings	DAMPER	BLEU-422.5	21	2mo ago
Radiology Report Generation Dataset 1,000 image (random sample)	CheXmix (S1 + S2)	GREEN Score0.224	20	1mo ago
MIMIC-RG4 (sn)	AnchorDiff	F1 Score (F1)60.9	19	15d ago
Abdomen (test)	X-RGen	BLEU-40.118	18	3mo ago
MIMIC-CXR (sn)	AnchorDiff	BLEU-142.8	17	15d ago
MIMIC-CXR 72 (test)	RIHA	BLEU-10.385	15	1mo ago
Shoulder (test)	X-RGen	B40.099	14	3mo ago
Hip (test)	X-RGen	BLEU-40.086	14	3mo ago
IU-Xray	EviAgent	RaTE60.5	13	2mo ago
MIMIC-CXR	EviAgent	RaTE52.6	13	2mo ago
RadVLM MIMIC-CXR (test)	RadVLM-Thinking+RL	ROUGE-L30	13	3mo ago
Chest (test)	X-RGen	B40.177	13	3mo ago
IU-Xray	UPDP	ROUGE-L Score33.58	12	1mo ago
IU-Xray Findings generation v1.5 (Vicuna-7B)	RadJEPA	ROUGE-L28.4	12	3mo ago
MIMIC-CXR Findings generation v1.5 (Vicuna-7B)	RadJEPA	ROUGE-L26.1	12	3mo ago
CT-RATE (internal val)	T3D	BLEU-10.501	11	1mo ago

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