Table 3. MASD standard deviation evaluated on JHU MS test set and the ablation study.
Methods | Overall | ILM | RNFL-GCL | IPL-INL | INL-OPL | OPL-ONL | ELM | IS-OS | OS-RPE | BM |
---|---|---|---|---|---|---|---|---|---|---|
Method comparison: MASD (mean absolute surface distance)
a
standard deviation (
) errors | ||||||||||
FCRN [29] | 2.83 1.48 | 2.41 0.81 | 2.96 1.70 | 2.87 1.69 | 3.19 1.49 | 2.72 1.70 | 2.65 1.14 | 2.01 0.88 | 3.55 1.73 | 3.10 2.21 |
IPM [31] | 2.78 0.85 | 2.32 0.27 | 3.07 0.68 | 2.86 0.33 | 3.24 0.60 | 2.73 0.57 | 2.63 0.51 | 1.97 0.57 | 3.35 0.83 | 2.88 1.63 |
Ours | 2.75 0.94 | 2.35 0.38 | 2.89 0.69 | 2.83 0.41 | 3.03 0.48 | 2.74 0.62 | 2.57 0.68 | 2.02 0.80 | 3.31 0.77 | 2.99 1.99 |
Ablation Experiment: MASD standard deviation ( ) errors | ||||||||||
OursWithoutDDP | 2.77 0.96 | 2.33 0.30 | 2.91 0.61 | 2.79 0.39 | 3.12 0.58 | 2.69 0.61 | 2.62 0.79 | 2.05 0.98 | 3.45 0.92 | 2.94 1.87 |
Ablation analysis for the MASD errors | ||||||||||
Ours vs. OursWithoutDDP | 2.30e-56 | 4.94e-05 | 5.20e-03 | 1.59e-27 | 1.47e-111 | 2.33e-30 | 1.95e-74 | 1.13e-41 | 7.21e-264 | 1.65e-34 |
Bold fonts indicate the best in its column in method comparison.
ILM: inner limiting membrane; RNFL: retinal nerve fiber layer; GCL: ganglion cell layer; IPL: inner plexiform layer; INL: inner nuclear layer;
OPL: outer plexiform layer; ONL: outer nuclear layer; ELM: external limiting membrane; IS: inner segment; OS: outer segment;
RPE: retinal pigment epithelium; BM: Bruch membrane.