Our new X account is live! Follow @wizwand_team for updates
WorkDL logo mark

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
Action RecognitionJIGSAWS Knot-Tying (LOSO)
Per-frame Accuracy84.03
12
Action Quality AssessmentJIGSAWS 11 (test)
SRCC (Suturing)0.92
11
Surgical Skill AssessmentJIGSAWS Suturing (LOSO)
Correlation (rho)0.898
10
Surgical Skill AssessmentJIGSAWS simulated dataset (4-Fold)
SU SROCC0.83
9
Surgical Gesture SegmentationJIGSAWS Kinematic suturing task
Accuracy83.4
9
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
Surgical Gesture SegmentationJIGSAWS Video suturing task
Accuracy81.71
7
Surgical Skill AssessmentJIGSAWS Suturing (independent)
SCC0.86
6
Surgical Skill AssessmentJIGSAWS Needle Passing (independent)
SCC0.93
6
Surgical Skill AssessmentJIGSAWS Knot Tying (independent)
SCC0.92
6
Action RecognitionJIGSAWS Needle-Passing (LOUO)
Per-frame Accuracy74.77
6
Action RecognitionJIGSAWS Needle-Passing (LOSO)
Per-frame Acc75.19
6
OSATS score predictionJIGSAWS Across Tasks (LOSO)
Spearman's Rho (OSATS)0.61
4
Surgical skill classificationJIGSAWS Knot Tying
Micro Accuracy99.9
4
Surgical skill classificationJIGSAWS Needle Passing
Micro Accuracy100
4
Surgical skill classificationJIGSAWS Suturing
Micro Accuracy100
4
Surgical Skill AssessmentJIGSAWS Needle Passing (NP) (LOSO)
RT (Respect for Tissue)75
3
Surgical Skill AssessmentJIGSAWS Knot Tying (KT) (LOSO)
RT Score92
3
Gesture RecognitionJIGSAWS Knot Typing
Accuracy86.5
3
Gesture RecognitionJIGSAWS (Leave-one-user-out)
Accuracy80.3
3
Showing 25 of 26 rows