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SOTA Surgical Skill Assessment benchmarks and papers with code | Wizwand
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Surgical Skill Assessment
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
JIGSAWS Suturing (LOSO)
CNN-V
Correlation (rho)
0.898
10
3mo ago
JIGSAWS Needle Passing (NP) (LOSO)
ViSA
SSC Score
93
9
3mo ago
JIGSAWS simulated dataset (4-Fold)
Unified Multi-path Framework (VTPE)
SU SROCC
0.83
9
3mo ago
RAH-skill -> RARP-skill (target test)
CoRe-DA
SCC
0.41
8
2mo ago
AIxSuture -> JIGSAWS (test)
CoRe-DA
SCC
0.46
8
2mo ago
JIGSAWS Across Tasks
ViSA
SCC
0.9
7
3mo ago
JIGSAWS Suturing (LOUO)
CNN-LSTM-V
Correlation Coefficient (rho)
0.843
7
3mo ago
RARP-skill (4-fold cross-validation)
SurgFusion-Net
SCC
0.8486
6
3mo ago
RAH-skill (4-fold cross-validation)
SurgFusion-Net
SCC
0.8294
6
3mo ago
JIGSAWS Suturing (independent)
Contra-Sformer
SCC
0.86
6
3mo ago
JIGSAWS Needle Passing (independent)
ViSA
SCC
0.93
6
3mo ago
JIGSAWS Knot Tying (independent)
ViSA
SCC
0.92
6
3mo ago
Clinical dataset (3-Fold)
unified multi-path framework
SROCC
0.565
5
3mo ago
Cholec80
Transformer
Precision
88
4
3mo ago
JIGSAWS Knot Tying (KT) (LOSO)
ReCAP
RT Score
92
3
3mo ago
Suturing (test)
ExpOS
Pearson Correlation (r)
0.622
1
9d ago
Knot Tying (test)
ExpOS
Pearson Correlation (r)
0.678
1
9d ago
Fascial Closure (test)
ExpOS
Pearson Correlation (r)
0.778
1
9d ago
JIGSAWS Across Tasks (AT)
ReCAP
Respect for Tissue (RT)
56
1
3mo ago
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