Segmentation on CAD-CAP WCE (5-fold cross-validation)
82.53Dice ScoreFully Supervised
Evaluation Results
| Method | Links | |
|---|---|---|
| Fully SupervisedAnnotation Budget=100%2023.08 | 82.53 | |
| DEALAnnotation Budget=30%2023.08 | 80.83 | |
| DEAL (w/o pseudo labels)Annotation Budget=30%2023.08 | 80.66 | |
| GGSAnnotation Budget=30%2023.08 | 79.88 | |
| VAALAnnotation Budget=30%2023.08 | 79.73 | |
| DEALAnnotation Budget=20%2023.08 | 79.73 | |
| DEAL (w/o pseudo labels)Annotation Budget=20%2023.08 | 79.67 | |
| Uncertainty GCNAnnotation Budget=30%2023.08 | 79.53 | |
| DEALAnnotation Budget=10%2023.08 | 79.47 | |
| CoreSetAnnotation Budget=30%2023.08 | 79.37 | |
| DiceAnnotation Budget=30%2023.08 | 79.33 | |
| CoreGCNAnnotation Budget=30%2023.08 | 78.99 | |
| DiceAnnotation Budget=20%2023.08 | 78.71 | |
| CoreGCNAnnotation Budget=20%2023.08 | 78.45 | |
| RandomAnnotation Budget=30%2023.08 | 78.37 | |
| RandomAnnotation Budget=20%2023.08 | 78.36 | |
| GGSAnnotation Budget=20%2023.08 | 78.36 | |
| VAALAnnotation Budget=20%2023.08 | 78.1 | |
| Uncertainty GCNAnnotation Budget=20%2023.08 | 77.96 | |
| CoreSetAnnotation Budget=20%2023.08 | 77.62 | |
| DEAL (w/o pseudo labels)Annotation Budget=10%2023.08 | 77.35 | |
| CoreGCNAnnotation Budget=10%2023.08 | 76.97 | |
| DiceAnnotation Budget=10%2023.08 | 76.45 | |
| VAALAnnotation Budget=10%2023.08 | 76.44 | |
| DEALAnnotation Budget=0%2023.08 | 76.26 | |
| GGSAnnotation Budget=10%2023.08 | 76.18 | |
| RandomAnnotation Budget=10%2023.08 | 75.98 | |
| CoreSetAnnotation Budget=10%2023.08 | 75.98 | |
| Uncertainty GCNAnnotation Budget=10%2023.08 | 75.98 | |
| CoreSetAnnotation Budget=0%2023.08 | 73.64 | |
| CoreGCNAnnotation Budget=0%2023.08 | 73.64 | |
| Uncertainty GCNAnnotation Budget=0%2023.08 | 73.64 | |
| GGSAnnotation Budget=0%2023.08 | 73.64 |