Hierarchical-Deep-Network-with-Uncertainty-aware-Semi-supervised-Learning-for-Vessel-Segmentation (paper)
- Python == 3.7.4
- Pytorch == 1.1.0
- Torchvision ==0.3.0
- CUDA 8.0
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Results on semi-supervised setting of retinal A/V segmentation
| Methods |
Acc |
Sp |
Sen |
F1 |
| Ours |
90.1 |
88.2 |
92.4 |
89.5 |
| Supervised (Upper B) |
91.6 |
92.4 |
91.0 |
90.8 |
Results on supervised setting of liver vessel segmentation
| Methods |
Vessel (Acc) |
Portal Vessel (Acc) |
Hepatic Vessel (Acc) |
| Merveille et al. |
90.0 |
98.0 |
96.0 |
| Lebre et al. |
97.0 |
97.0 |
98.0 |
| Ours |
97.9 |
98.9 |
99.7 |
See more details in the paper