Table 4.
Data augmentation | IoU background | IoU polyp | IoU lumen | IoU spec. | IoU mean | Acc mean | |
---|---|---|---|---|---|---|---|
FCN8 performance | |||||||
4 classes | None | 86.36 | 38.51 | 43.97 | 32.98 | 50.46 | 87.40 |
3 classes | None | 84.66 | 47.55 | 36.93 | — | 56.38 | 86.08 |
2 classes | None | 94.62 | 50.85 | — | — | 72.74 | 94.91 |
4 classes | Combination | 88.81 | 51.60 | 41.21 | 38.87 | 55.13 | 89.69 |
State-of-the-art methods | |||||||
[12, 13, 15] | — | 73.93 | 22.13 | 23.82 | 44.86 | 41.19 | 75.58 |