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Surgical Phase Recognition research benchmarks – Page 2 · SOTA2 Research

Surgical Phase Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Heidelberg (HeiCo)

72.1Accuracy

6

May 15, 2026

AutoLaparo (test)

0.851Precision

6

Feb 26, 2026

71.69Accuracy

6

Feb 26, 2026

Multi-Cholec (Out-Federation)

68.85F1 Score

5

Jun 19, 2026

Multi-Cholec (Held-Out)

SCAFFOLD+GEN-Guard

68.79F1 Score

5

Jun 19, 2026

Multi-Cholec (In-Federation)

FedAvg+GEN-Guard

71.47F1 Score

5

Jun 19, 2026

99Macro F1

4

Apr 23, 2026

M2CAI 16 (five-fold cross-val)

75.2Accuracy

4

Mar 24, 2026

Cholec80 (five-fold cross-validation)

82.6Accuracy

4

Mar 24, 2026

AutoLaparo (five-fold cross-val)

80.1Accuracy

4

Mar 24, 2026

CLIP-based multi-modal framework

70.35Top-5 Overall Accuracy

4

Mar 9, 2026

79.14mAP (Phases)

4

Feb 26, 2026

Cholec51 (test)

87.34Accuracy

3

Feb 26, 2026

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