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JIGSAWS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Action Quality AssessmentJIGSAWS
Correlation (Suturing)0.84
20
Action SegmentationJIGSAWS
Accuracy83.4
19
Action RecognitionJIGSAWS Suturing (LOSO)
Per-frame Accuracy86.32
18
Surgical Video RecognitionJIGSAWS
Top-1 Accuracy47.49
14
Action RecognitionJIGSAWS Knot-Tying (LOSO)
Per-frame Accuracy84.03
12
Across-task Surgical Skill AssessmentJIGSAWS (LOUO)
SSC89
11
Surgical Skill Assessment (Suturing)JIGSAWS LOUO
SSC Score84
11
Surgical Skill Assessment (Needle Passing)JIGSAWS (LOUO)
SSC91
11
Surgical Skill Assessment (Knot Tying)JIGSAWS (LOUO)
SSC91
11
Action Quality AssessmentJIGSAWS 11 (test)
SRCC (Suturing)0.92
11
Surgical Skill AssessmentJIGSAWS Suturing (LOSO)
Correlation (rho)0.898
10
Across-task Surgical Skill AssessmentJIGSAWS 4-Fold
SSC90
9
Across-task Surgical Skill AssessmentJIGSAWS LOSO split
SSC92
9
Surgical Skill Assessment (Suturing)JIGSAWS (4-Fold)
SSC89
9
Surgical Skill Assessment (Suturing)JIGSAWS (LOSO)
SSC91
9
Surgical Skill Assessment (Needle Passing)JIGSAWS (4-Fold split)
SSC90
9
Surgical Skill Assessment (Knot Tying)JIGSAWS (4-Fold split)
Spearman's Correlation Coefficient (SSC)0.91
9
Surgical Skill Assessment (Knot Tying)JIGSAWS (LOSO)
Spearman's Correlation Coefficient0.93
9
Surgical Skill AssessmentJIGSAWS Needle Passing (NP) (LOSO)
SSC Score93
9
Surgical Skill AssessmentJIGSAWS simulated dataset (4-Fold)
SU SROCC0.83
9
Surgical Gesture SegmentationJIGSAWS Kinematic suturing task
Accuracy83.4
9
Surgical Skill AssessmentAIxSuture -> JIGSAWS (test)
SCC0.46
8
Surgical Skill AssessmentJIGSAWS Across Tasks
SCC0.9
7
Surgical Skill AssessmentJIGSAWS Suturing (LOUO)
Correlation Coefficient (rho)0.843
7
Surgical Gesture RecognitionJIGSAWS Suturing task
Accuracy81.67
7
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