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Papers Benchmarks Datasets Tasks

Surgical Skill Assessment research benchmarks · SOTA2 Research

Surgical Skill Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

JIGSAWS Suturing (LOSO)

0.898Correlation (rho)

10

Feb 26, 2026

JIGSAWS Needle Passing (NP) (LOSO)

93SSC Score

9

Mar 4, 2026

JIGSAWS simulated dataset (4-Fold)

Unified Multi-path Framework (VTPE)

0.83SU SROCC

9

Feb 26, 2026

RAH-skill -> RARP-skill (target test)

0.41SCC

8

Apr 1, 2026

AIxSuture -> JIGSAWS (test)

0.46SCC

8

Apr 1, 2026

JIGSAWS Across Tasks

0.9SCC

7

Feb 26, 2026

JIGSAWS Suturing (LOUO)

0.843Correlation Coefficient (rho)

7

Feb 26, 2026

RARP-skill (4-fold cross-validation)

0.849SCC

6

Mar 4, 2026

RAH-skill (4-fold cross-validation)

0.829SCC

6

Mar 4, 2026

JIGSAWS Suturing (independent)

0.86SCC

6

Feb 26, 2026

JIGSAWS Needle Passing (independent)

0.93SCC

6

Feb 26, 2026

JIGSAWS Knot Tying (independent)

0.92SCC

6

Feb 26, 2026

Clinical dataset (3-Fold)

unified multi-path framework

0.565SROCC

5

Feb 26, 2026

88Precision

4

Feb 26, 2026

JIGSAWS Knot Tying (KT) (LOSO)

92RT Score

3

Feb 26, 2026

Suturing (test)

0.622Pearson Correlation (r)

1

May 25, 2026

Knot Tying (test)

0.678Pearson Correlation (r)

1

May 25, 2026

Fascial Closure (test)

0.778Pearson Correlation (r)

1

May 25, 2026

JIGSAWS Across Tasks (AT)

56Respect for Tissue (RT)

1

Feb 26, 2026

Popular datasets

JIGSAWS RARP-skill Cholec80 Clinical dataset RAH

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