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Benchmarks
Surgical Skill Assessment (Knot Tying) on JIGSAWS (LOSO)
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0.93
Spearman's Correlation Coefficient
SurgFusion-Net
0.618
0.699
0.78
0.861
Feb 18, 2026
Spearman's Correlation Coefficient
Mean Absolute Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Spearman's Correlation Coefficient
Mean Absolute Error
SurgFusion-Net
Input Modality=V+F+M
2026.02
0.93
1.88
ViSA
Input Modality=V
2026.02
0.92
2.16
MAQA
Input Modality=V+F+M
2026.02
0.9
2.06
C3D-MTL-VF
Input Modality=V
2026.02
0.89
-
Contra-Sformer
Input Modality=V
2026.02
0.89
1.75
ReCAP
Input Modality=K
2026.02
0.88
-
C3D-LSTM
Input Modality=V
2026.02
0.81
-
SMT-DCT-DFT
Input Modality=K
2026.02
0.7
-
DCT-DFT-ApEn
Input Modality=K
2026.02
0.63
-
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