SOTA Radiology Report Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MIMIC-CXR (test)	CWCD	BLEU-46.6	172	3d ago
CheXpert Plus (test)	MambaXray-VL-L	Precision0.377	88	6d ago
IU-Xray (test)		ROUGE-L0.448	77	3d ago
MIMIC-CXR	Controllable	ROUGE-L42.3	57	1mo ago
CHEXPERT Plus		R-L27.1	37	1mo ago
CT-RATE (test)	RadFM	BL-150.2	37	1mo ago
Radiology Reports	Merlin	BLEU26.9	28	1mo ago
MIMIC-CXR Findings	DAMPER	BLEU-419.3	26	1mo ago
IU X-ray Findings	DAMPER	BLEU-422.5	21	1mo ago
Abdomen (test)	X-RGen	BLEU-40.118	18	1mo ago
Shoulder (test)	X-RGen	B40.099	14	1mo ago
Hip (test)	X-RGen	BLEU-40.086	14	1mo ago
IU-Xray	EviAgent	RaTE60.5	13	1mo ago
MIMIC-CXR	EviAgent	RaTE52.6	13	1mo ago
RadVLM MIMIC-CXR (test)	RadVLM-Thinking+RL	ROUGE-L30	13	1mo ago
Chest (test)	X-RGen	B40.177	13	1mo ago
IU-Xray	UPDP	ROUGE-L Score33.58	12	9d ago
IU-Xray Findings generation v1.5 (Vicuna-7B)	RadJEPA	ROUGE-L28.4	12	1mo ago
MIMIC-CXR Findings generation v1.5 (Vicuna-7B)	RadJEPA	ROUGE-L26.1	12	1mo ago
MIMIC-CXR Gender	Resampling-All	ES-BLEU-130.38	11	20d ago
MIMIC-CXR Age Group	FairLLaVA-All	ES-BLEU-121.89	11	20d ago
MIMIC-CXR Race	FairLLaVA-All	ES-BLEU-113.36	11	20d ago
Wrist merged train (test)	X-RGen	BLEU-10.39	11	1mo ago
PadChest	MedGemma	BLEU-1 Score (Age Group)2.7	10	20d ago
IU-Xray (full dataset)	ESC-RL	BLEU-10.439	9	3d ago

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