Lesion Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DeepLesion (test)	MP3D FPN	Sensitivity @ 1.0 FPs85.29	30	4mo ago
DeepLesion official (test)	MULAN	Sensitivity @ 0.5 FPPI76.12	18	4mo ago
CVA-BUS high-quality labels re-annotated version	UltraDet	Pr@8095.7	16	5mo ago
NIH DeepLesion (test)	SVD-Net	Sensitivity @ 0.5 FPs82.22	14	4mo ago
3D Liver MRI (test)	MRI2Rep	Sensitivity76	9	1mo ago
7T held-out (test)		True Positives29.3	8	3mo ago
UPID-Base DRF=12 1.0 (test)	UniPET	F1 Score93	7	1mo ago
UPID-Base DRF=6 1.0 (test)	UniPET	F1 Score97	7	1mo ago
UPID-Base DRF=3 1.0 (test)	UniPET	F1 Score99	7	1mo ago
UPID-Base DRF=2 1.0 (test)	UniPET	F1-score100	7	1mo ago
AbdomenAtlas 3.0	nnU-Net	Precision for Pancreatic Lesions86.7	6	4mo ago
Chest X-ray	Layer-wise	Training Time (m)1.9	6	4mo ago
BUSI	Bi-direc.	Training Time (m)3.2	6	4mo ago
POCUS	Layer-wise	Training Time (m)2.4	6	4mo ago
DeepLesion all-lesion (test)	3DCE	Sensitivity @ 4 FPs (IoU)76.31	6	4mo ago
DeepLesion	MedMO-8B	IoU (%)38.5	5	5mo ago
In-house infarct dataset (val)	EPRA U-Net	True Positives (Count)180	4	18d ago
Diabetic Retinopathy Fundus Images 3,000 samples	HSQ-VLM	Hemorrhage Sensitivity99.6	4	1mo ago
Charité Universitätsmedizin Berlin (test)	Renal-Net	Precision77	3	1mo ago
TCGA-KIRC (test)	Renal-Net	Precision75	3	1mo ago
DeepLesion Lesion-Harvester augmented (test)	DiffULD	Sensitivity @ 0.5 FPPI91.65	3	4mo ago
FC (test)	ODySSeI	Image-Level Precision33.8	1	4mo ago
FAME2 (test)	ODySSeI	Image-Level Precision57.8	1	4mo ago

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