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ResearchFormerly WizWand

Segmentation on CAD-CAP WCE (5-fold cross-validation)

82.53Dice ScoreFully Supervised
73.284475.684778.08580.4853Aug 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Fully SupervisedAnnotation Budget=100%2023.0882.53
DEALAnnotation Budget=30%2023.0880.83
DEAL (w/o pseudo labels)Annotation Budget=30%2023.0880.66
GGSAnnotation Budget=30%2023.0879.88
VAALAnnotation Budget=30%2023.0879.73
DEALAnnotation Budget=20%2023.0879.73
DEAL (w/o pseudo labels)Annotation Budget=20%2023.0879.67
Uncertainty GCNAnnotation Budget=30%2023.0879.53
DEALAnnotation Budget=10%2023.0879.47
CoreSetAnnotation Budget=30%2023.0879.37
DiceAnnotation Budget=30%2023.0879.33
CoreGCNAnnotation Budget=30%2023.0878.99
DiceAnnotation Budget=20%2023.0878.71
CoreGCNAnnotation Budget=20%2023.0878.45
RandomAnnotation Budget=30%2023.0878.37
RandomAnnotation Budget=20%2023.0878.36
GGSAnnotation Budget=20%2023.0878.36
VAALAnnotation Budget=20%2023.0878.1
Uncertainty GCNAnnotation Budget=20%2023.0877.96
CoreSetAnnotation Budget=20%2023.0877.62
DEAL (w/o pseudo labels)Annotation Budget=10%2023.0877.35
CoreGCNAnnotation Budget=10%2023.0876.97
DiceAnnotation Budget=10%2023.0876.45
VAALAnnotation Budget=10%2023.0876.44
DEALAnnotation Budget=0%2023.0876.26
GGSAnnotation Budget=10%2023.0876.18
RandomAnnotation Budget=10%2023.0875.98
CoreSetAnnotation Budget=10%2023.0875.98
Uncertainty GCNAnnotation Budget=10%2023.0875.98
CoreSetAnnotation Budget=0%2023.0873.64
CoreGCNAnnotation Budget=0%2023.0873.64
Uncertainty GCNAnnotation Budget=0%2023.0873.64
GGSAnnotation Budget=0%2023.0873.64