Table 1. MASD standard deviation evaluated on Duke AMD test set and the ablation study.
Normal Group | AMD Group | ||||||||
---|---|---|---|---|---|---|---|---|---|
Methods | TotalMean | GroupMean | ILM | InnerRPEDC | OBM | GroupMean | ILM | InnerRPEDC | OBM |
Method comparison: MASD (mean absolute surface distance)
standard deviation (
)
a
| |||||||||
G-OSC [5] | – | – | 3.85 0.16 | 4.56 0.35 | – | – | 4.43 0.71 | 9.33 1.74 | – |
CNN-S [44] | – | – | 2.88 0.22 | 4.14 0.32 | – | – | 3.43 0.35 | 5.92 0.84 | – |
CNN-S-2 [25] | – | 4.07 0.55 | 3.36 0.23 | 3.84 0.58 | 4.97 1.01 | 5.20 1.58 | 3.71 0.77 | 6.07 1.84 | 5.58 1.80 |
FCRN [30] b | 2.78 3.31 | – | 1.24 0.51 | 2.06 1.51 | 2.28 0.36 | – | 1.73 2.50 | 3.09 2.09 | 4.94 5.35 |
Hybrid2D3D [30] | 2.71 2.25 | – | 1.26 0.47 | 2.10 1.36 | 2.40 0.39 | – | 1.76 2.39 | 3.04 1.79 | 4.43 2.68 |
Ours | 1.88 1.96 | 1.41 0.89 | 0.55 0.41 | 1.57 0.90 | 2.10 0.45 | 2.08 2.25 | 1.38 3.17 | 1.80 1.10 | 3.06 1.61 |
Ablation Experiment: MASD standard deviation ( ) | |||||||||
OursWithoutDDP | 1.90 2.10 | 1.43 0.93 | 0.56 0.24 | 1.64 1.06 | 2.10 0.46 | 2.10 2.42 | 1.47 3.65 | 1.83 1.04 | 3.00 1.45 |
Ablation analysis for the MASD errors | |||||||||
Ours vs. OursWithoutDDP | 1.43e-08 | 1.06e-13 | 3.23e-02 | 3.82e-24 | 9.78e-01 | 6.81e-04 | 9.23e-26 | 1.00e-03 | 2.24e-23 |
Bold fonts indicate the best in its column. “-” indicates no reported results in the corresponding literature.
The results were obtained from the re-implementation of FCRN in Ref. [30].