notesum.ai
Published at November 21Multimodal 3D Brain Tumor Segmentation with Adversarial Training and Conditional Random Field
eess.IV
cs.CV
Released Date: November 21, 2024
Authors: Lan Jiang1, Yuchao Zheng1, Miao Yu1, Haiqing Zhang1, Fatemah Aladwani1, Alessandro Perelli1
Aff.: 1Centre for Medical Engineering and Technology, University of Dundee, UK

| DSC (%) | Sensitivity (%) | Specificity (%) | Hausdorff Distance (mm) | |
|---|---|---|---|---|
| U-net | 74.13 | 78.63 | 95.79 | 26.31 |
| GAN | 67.12 | 72.64 | 65.68 | 34.20 |
| FCN | 61.55 | 71.24 | 63.83 | 38.50 |
| 3D V-net | 68.83 | 71.84 | 95.79 | 26.31 |
| 3D v-GAN (ours) | 82.13 | 84.42 | 99.97 | 11.89 |