Table 6 Metrics of the three different experiments for all the annotation algorithms.
From: CloudSEN12, a global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2
Experiment | CD algorithm | BOA | PAlow% | PAmiddle% | PAhigh% | UAlow% | UAmiddle% | UAhigh% |
---|---|---|---|---|---|---|---|---|
a. cloud/no cloud | Human level | 0.99 | 1.03 | 14.03 | 84.94 | 0.13 | 4.39 | 95.48 |
UNetMobV2 | 0.92 | 0.77 | 30.63 | 68.6 | 0.26 | 25.03 | 74.71 | |
KappaMask L2A | 0.77 | 2.83 | 31.92 | 65.25 | 1.56 | 63.04 | 35.41 | |
KappaMask L1C | 0.82 | 4.89 | 45.3 | 49.81 | 0.65 | 38.38 | 60.97 | |
Fmask | 0.84 | 5.92 | 40.54 | 53.54 | 0.26 | 52.65 | 47.09 | |
s2cloudless | 0.79 | 7.08 | 52.38 | 40.54 | 0.65 | 31.5 | 67.84 | |
Sen2Cor | 0.71 | 13.13 | 64.86 | 22.01 | 1.58 | 20.05 | 78.36 | |
QA60 | 0.58 | 24.84 | 49.94 | 25.23 | 1.39 | 37.62 | 60.99 | |
CD-FCNN-RGBI | 0.72 | 17.50 | 74.00 | 8.49 | 1.62 | 12.58 | 85.79 | |
CD-FCNN-RGBISWIR | 0.72 | 18.40 | 71.43 | 10.17 | 0.82 | 9.43 | 89.75 | |
b. cloud shadow | Human level | 0.99 | 3.11 | 22.04 | 74.85 | 0.60 | 9.97 | 89.43 |
UNetMobV2 | 0.89 | 8.88 | 67.16 | 23.96 | 7.99 | 46.65 | 45.36 | |
KappaMask L2A | 0.64 | 37.28 | 59.76 | 2.96 | 12.24 | 36.9 | 50.85 | |
KappaMask L1C | 0.74 | 30.03 | 60.95 | 9.02 | 20.67 | 59.36 | 19.97 | |
Fmask | 0.72 | 22.34 | 76.04 | 1.63 | 14.53 | 77.06 | 8.41 | |
Sen2Cor | 0.51 | 64.5 | 35.21 | 0.30 | 6.90 | 18.10 | 75.00 | |
c. valid/invalid | Human level | 0.99 | 1.03 | 14.8 | 84.17 | 0.13 | 2.33 | 97.55 |
UNetMobV2 | 0.91 | 0.77 | 28.57 | 70.66 | 0.00 | 17.14 | 82.86 | |
KappaMask L2A | 0.75 | 2.96 | 39.38 | 57.66 | 1.29 | 44.32 | 54.39 | |
KappaMask L1C | 0.81 | 3.99 | 47.62 | 48.39 | 0.65 | 32.64 | 66.71 | |
Fmask | 0.81 | 4.89 | 45.43 | 49.68 | 0.26 | 44.34 | 55.39 | |
Sen2Cor | 0.67 | 13.77 | 69.63 | 16.6 | 1.05 | 18.58 | 80.37 |