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. 2021 Nov 12;21(22):7521. doi: 10.3390/s21227521

Table 7.

Dice score and Mean Absolute Error results of 4 class pixel segmentation with various distance maps for models with 3×3 px kernel size and 32 initial features after removing anomalous data samples and expanding data set with 4 augmentation techniques.

Network Distance Dice Score MAE [px] TII [%]
Map Vitreous Preretinal
Space
Retina Region
b. Retina
PCV ILM RPE
UNet 0.9968 0.9591 0.9944 0.9984 1.33 0.50 0.57 15.1
BasicOrient 0.9976 0.9606 0.9944 0.9987 1.42 0.47 0.56 4.8
CumSum 0.9977 0.9609 0.9945 0.9987 1.25 0.47 0.55 6.8
2NetR 0.9976 0.9601 0.9943 0.9986 1.48 0.48 0.59 9.4
2NetPR 0.9975 0.9588 0.9943 0.9987 1.20 0.50 0.57 3.7
LFUNet 0.9973 0.9590 0.9942 0.9985 1.50 0.50 0.57 11.5
BasicOrient 0.9975 0.9583 0.9942 0.9987 1.58 0.49 0.58 8.8
CumSum 0.9977 0.9605 0.9944 0.9987 1.22 0.47 0.56 4.8
2NetR 0.9974 0.9581 0.9944 0.9987 1.64 0.48 0.56 6.3
2NetPR 0.9973 0.9571 0.9943 0.9987 1.26 0.51 0.56 5.0
AttUNet 0.9850 0.8802 0.9926 0.9956 4.02 0.60 0.80 50.5
BasicOrient 0.9824 0.8551 0.9880 0.9962 7.31 0.87 2.05 52.9
CumSum 0.9886 0.9025 0.9926 0.9981 4.50 0.59 0.79 38.7
2NetR 0.9860 0.8675 0.9920 0.9980 4.74 0.72 0.98 44.1
2NetPR 0.9963 0.9508 0.9926 0.9981 2.04 0.65 0.86 12.8
ReLayNet 0.9603 0.8015 0.9918 0.9859 12.63 0.71 0.96 88.3
BasicOrient 0.9614 0.7528 0.9771 0.9930 20.00 0.59 0.79 92.0
CumSum 0.9730 0.7937 0.9906 0.9976 15.06 0.79 1.00 79.5
2NetR 0.9651 0.7594 0.9905 0.9974 18.55 0.70 1.11 88.1
2NetPR 0.9968 0.9544 0.9927 0.9981 1.42 0.58 0.81 10.8