SOTA Surgical Phase Recognition benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Cholec80	LemonFM	Top-1 Accuracy92.7	65	19d ago
MultiBypass140	MIS-DINO	Phase-level Precision0.7418	39	2mo ago
Autolaparo	PL-Stitch	Average F169	39	1mo ago
Cholec80 (test)	SKiT + EGTP	Precision86.89	28	15d ago
Cataract-101		Accuracy96.9	20	19d ago
BernBypass	SPA	Average F143.54	15	3mo ago
StrasBypass	RN50	Average F171.1	15	3mo ago
AutoLaparo 21 videos (test)	Surgformer + TEC	Accuracy86.27	12	15d ago
HeiChole	MuST	F1 Score0.7725	12	2mo ago
Renji Hospital (external val)	Surg-R1	Accuracy57.66	11	2mo ago
University Hospital of Strasbourg (external val)	Surg-R1	Accuracy79.8	11	2mo ago
M2CAI16 (test)	LemonFM	Accuracy89.9	10	2mo ago
Pituitary tumor surgery dataset	SurgPhase	F1-score92.54	9	2mo ago
BernBypass70	CliPPER	F1 Score24.1	8	2mo ago
StrasBypass70	CliPPER	F1 Score37.9	8	2mo ago
AutoLaparo 3-fold cross-validation public (test)	DSTED	Accuracy84.36	8	3mo ago
M2CAI16	SurgicalMamba	Accuracy92.2	7	19d ago
HeiChole 24-video (12:6:6)	SurgicalMamba	Accuracy86.4	6	19d ago
Heidelberg (HeiCo)	SurgicalMamba	Accuracy72.1	6	19d ago
AutoLaparo (test)	LoViT	Precision0.851	6	3mo ago
Cataract-1k	StepAL	Accuracy71.69	6	3mo ago
4D-OR	ORacle	Macro F199	4	1mo ago
M2CAI 16 (five-fold cross-val)	PL-Stitch	Accuracy75.2	4	2mo ago
Cholec80 (five-fold cross-validation)	PL-Stitch	Accuracy82.6	4	2mo ago
AutoLaparo (five-fold cross-val)	PL-Stitch	Accuracy80.1	4	2mo ago

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