Surgical Phase Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
Cholec80	SurgicalMamba	Accuracy96	70	24d ago
MultiBypass140	MIS-DINO	Phase-level Precision0.7418	39	4mo ago
Autolaparo	PL-Stitch	Average F169	39	3mo ago
Cholec80 (test)	SKiT + EGTP	Precision86.89	28	2mo ago
Cataract-101		Accuracy96.9	20	2mo ago
BernBypass	SPA	Average F143.54	15	4mo ago
StrasBypass	RN50	Average F171.1	15	4mo ago
AutoLaparo 21 videos (test)	Surgformer + TEC	Accuracy86.27	12	2mo ago
HeiChole	MuST	F1 Score0.7725	12	4mo ago
Renji Hospital (external val)	Surg-R1	Accuracy57.66	11	4mo ago
University Hospital of Strasbourg (external val)	Surg-R1	Accuracy79.8	11	4mo ago
M2CAI16 (test)	LemonFM	Accuracy89.9	10	4mo ago
Bern70 (10%)	HyperVLP	Accuracy72.3	9	24d ago
Bern70 (100%)	HyperVLP	Accuracy76.9	9	24d ago
Stras70 (10%)	HyperVLP	Accuracy66.9	9	24d ago
Stras70 (100%)	HyperVLP	Accuracy75.6	9	24d ago
Autolaparo (10%)	HyperVLP	Accuracy60.1	9	24d ago
Autolaparo 100%	HyperVLP	Accuracy65.3	9	24d ago
Cholec80 (10%)	Moco	Accuracy69.6	9	24d ago
Pituitary tumor surgery dataset	SurgPhase	F1-score92.54	9	4mo ago
BernBypass70	CliPPER	F1 Score24.1	8	4mo ago
StrasBypass70	CliPPER	F1 Score37.9	8	4mo ago
AutoLaparo 3-fold cross-validation public (test)	DSTED	Accuracy84.36	8	4mo ago
M2CAI16	SurgicalMamba	Accuracy92.2	7	2mo ago
HeiChole 24-video (12:6:6)	SurgicalMamba	Accuracy86.4	6	2mo ago

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