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. 2017 Jul 26;2017:4037190. doi: 10.1155/2017/4037190

Table 2.

FCN8 endoluminal scene semantic segmentation results for different data augmentation techniques. The results are reported on validation set.

Data augmentation IoU background IoU polyp IoU lumen IoU spec. IoU mean Acc mean
None 88.93 44.45 54.02 25.54 57.88 92.48
Zoom 89.89 52.73 51.15 37.10 57.72 90.72
Warp 90.00 54.00 49.69 37.27 58.97 90.93
Shear 89.60 46.61 54.27 36.86 56.83 90.49
Rotation 90.52 52.83 56.39 35.81 58.89 91.38
Combination 92.62 54.82 55.08 35.75 59.57 93.02