notesum.ai
Published at December 9CAD-Unet: A Capsule Network-Enhanced Unet Architecture for Accurate Segmentation of COVID-19 Lung Infections from CT Images
eess.IV
cs.AI
cs.CV
Released Date: December 9, 2024
Authors: Yijie Dang1, Weijun Ma1, Xiaohu Luo2
Aff.: 1Ningxia University; 2Southwest University

| Model | F1-S | IoU | Rec | Spec | Prec |
|---|---|---|---|---|---|
| InfNet | 40.86 | 25.68 | 35.11 | 99.06 | 48.88 |
| SCOATNet | 69.39 | 53.13 | 56.67 | 99.83 | 89.46 |
| nCoVSegNet | 55.41 | 38.32 | 41.10 | 99.81 | 85.01 |
| Unet | 66.38 | 49.68 | 52.15 | 99.87 | 91.30 |
| UNet++ | 59.29 | 42.13 | 43.23 | 99.93 | 94.32 |
| Att-Unet | 59.32 | 42.17 | 45.62 | 99.79 | 84.79 |
| PDEAtt-Unet | 77.60 | 63.40 | 80.69 | 99.30 | 74.74 |
| Ours | 81.61 | 68.93 | 82.79 | 99.55 | 80.46 |