Table 6 Dataset-level agreement of the crowd-annotated LC reference dataset. Images annotated by only one unique annotator are excluded.
From: A national-scale land cover reference dataset from local crowdsourcing initiatives in Indonesia
Cases | Number of samples | Observed agreement | Expected agreement | Krippendorff’s Alpha |
---|---|---|---|---|
Samples belonging to all classes prior label | 83769 | 0.78 | 0.67 | 0.34 |
Samples belonging to “Undisturbed Forest” prior label | 24360 | 0.93 | 0.92 | 0.12 |
Samples belonging to “Logged Over Forest” prior label | 18002 | 0.65 | 0.63 | 0.05 |
Samples belonging to “Oil Palm Monoculture” prior label | 5495 | 0.81 | 0.48 | 0.63 |
Samples belonging to “Tree Based Not Oil Palm” prior label | 17236 | 0.74 | 0.73 | 0.03 |
Samples belonging to “Shrub” prior label | 4730 | 0.79 | 0.79 | 0.02 |
Samples belonging to “Grass or Savanna” prior label | 1679 | 0.65 | 0.54 | 0.23 |
Samples belonging to “Cropland” prior label | 12267 | 0.72 | 0.51 | 0.42 |
Samples with VHR image chips in RGB | 47141 | 0.79 | 0.68 | 0.34 |
Samples with VHR image chips in grayscale | 36628 | 0.78 | 0.66 | 0.34 |
Samples with VHR image chips acquired in 2010 (larger background image was not displayed) | 21234 | 0.77 | 0.65 | 0.34 |
Samples with VHR image chips acquired in 2015 or 2018 | 62535 | 0.79 | 0.68 | 0.34 |
Annotations made by annotators with expert agreement worse than expected chance agreement are excluded | 76425 | 0.80 | 0.63 | 0.45 |
Annotations made by annotators with inter-annotator agreement (majority agreement) worse than expected chance agreement are excluded | 58916 | 0.73 | 0.60 | 0.33 |
Annotations made by annotators with either expert agreement or inter-annotator agreement (majority agreement) worse than expected chance agreement are excluded | 51345 | 0.71 | 0.51 | 0.41 |