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SOTA Surgical Phase Recognition benchmarks and papers with code | Wizwand
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Surgical Phase Recognition
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Cholec80
LemonFM
Top-1 Accuracy
92.7
65
18d ago
MultiBypass140
MIS-DINO
Phase-level Precision
0.7418
39
1mo ago
Autolaparo
PL-Stitch
Average F1
69
36
25d ago
Cholec80 (test)
Trans-SVNet
Precision
84.7
16
20d ago
BernBypass
SPA
Average F1
43.54
15
1mo ago
StrasBypass
RN50
Average F1
71.1
15
1mo ago
Cataract-101
StepAL
Accuracy
80.16
13
18d ago
HeiChole
MuST
F1 Score
0.7725
12
1mo ago
Renji Hospital (external val)
Surg-R1
Accuracy
57.66
11
1mo ago
University Hospital of Strasbourg (external val)
Surg-R1
Accuracy
79.8
11
1mo ago
M2CAI16 (test)
LemonFM
Accuracy
89.9
10
26d ago
Pituitary tumor surgery dataset
SurgPhase
F1-score
92.54
9
23d ago
BernBypass70
CliPPER
F1 Score
24.1
8
23d ago
StrasBypass70
CliPPER
F1 Score
37.9
8
23d ago
AutoLaparo 3-fold cross-validation public (test)
DSTED
Accuracy
84.36
8
1mo ago
AutoLaparo (test)
LoViT
Precision
0.851
6
1mo ago
Cataract-1k
StepAL
Accuracy
71.69
6
1mo ago
M2CAI 16 (five-fold cross-val)
PL-Stitch
Accuracy
75.2
4
25d ago
Cholec80 (five-fold cross-validation)
PL-Stitch
Accuracy
82.6
4
25d ago
AutoLaparo (five-fold cross-val)
PL-Stitch
Accuracy
80.1
4
25d ago
Cholec80
CLIP-based multi-modal framework
Top-5 Overall Accuracy
70.35
4
1mo ago
Grasp
MuST
mAP (Phases)
79.14
4
1mo ago
Cholec51 (test)
TeCNO
Accuracy
87.34
3
1mo ago
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