Table 3 RMSE components of recognition accuracy data for all three testing datasets.
Datasets | Method of resampling | Slope % | Aspect % | Profile % | Curvature % | Fill % | Flow accumulation % | Flow Width % | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Inaccuracy | Accuracy | Inaccuracy | Accuracy | Inaccuracy | Accuracy | Inaccuracy | Accuracy | Inaccuracy | Accuracy | Inaccuracy | Accuracy | Inaccuracy | Accuracy | ||
DEM 30 m | No resample (90 m) | 68.1 | 32 | 61.3 | 39 | 58 | 42 | 59 | 40.60 | 58.7 | 41 | 58.7 | 41 | 58.7 | 41 |
Bilinear | 63.9 | 36 | 57.6 | 42 | 57 | 43 | 55 | 45.00 | 55.9 | 44 | 55 | 45 | 58.7 | 41 | |
Kriging | 57.3 | 43 | 56.9 | 43 | 54 | 46 | 53 | 47.30 | 55.2 | 45 | 53.1 | 47 | 55 | 45 | |
Nearest | 56.9 | 43 | 53.9 | 46 | 54 | 46 | 52 | 47.60 | 53.9 | 46 | 51.3 | 49 | 54.8 | 45 | |
Majority | 55.5 | 44 | 53.8 | 46 | 53 | 47 | 52 | 47.70 | 51.6 | 48 | 51.2 | 49 | 51.3 | 49 | |
Bi Cubic | 54.6 | 45 | 53.6 | 46 | 53 | 48 | 52 | 47.80 | 51.5 | 49 | 51.1 | 49 | 51.2 | 49 | |
HNN | 54.2 | 46 | 51.7 | 48 | 52 | 48 | 51 | 49.50 | 51.4 | 49 | 51 | 49 | 51.1 | 49 | |
DEM 20 m | No resample (60 m) | 53.9 | 46 | 51.1 | 49 | 51 | 49 | 50 | 49.60 | 50.9 | 49 | 50.5 | 50 | 51 | 49 |
Bilinear | 53.8 | 46 | 50.3 | 50 | 51 | 49 | 50 | 49.70 | 50.8 | 49 | 50.4 | 50 | 50.5 | 50 | |
Kriging | 53.7 | 46 | 47.12 | 53 | 47 | 53 | 49 | 51.00 | 50.7 | 49 | 50.3 | 50 | 50.4 | 50 | |
Nearest | 53.6 | 46 | 47.1 | 53 | 46 | 54 | 49 | 51.10 | 49.2 | 51 | 47.8 | 52 | 50.3 | 50 | |
Majority | 53.1 | 47 | 47.1 | 53 | 46 | 54 | 49 | 51.20 | 49.1 | 51 | 47.7 | 52 | 49.6 | 50 | |
Bicubic | 51.3 | 49 | 46.3 | 54 | 46 | 54 | 49 | 51.30 | 49 | 51 | 47.7 | 52 | 47.8 | 52 | |
HNN | 50.3 | 50 | 43.7 | 56 | 46 | 54 | 49 | 51.30 | 44.1 | 56 | 47.6 | 52 | 47.7 | 52 | |
DEM 12.50 m | No resample (20 m) | 25.3 | 75 | 17.4 | 83 | 22 | 78 | 21 | 78.70 | 20.5 | 80 | 24.3 | 76 | 24.6 | 75 |
Bilinear | 25.1 | 75 | 15.12 | 85 | 20 | 80 | 20 | 79.80 | 20.3 | 80 | 17.6 | 82 | 24.3 | 76 | |
Kriging | 25.1 | 75 | 12.52 | 87 | 20 | 80 | 18 | 82.00 | 18.6 | 81 | 17.6 | 82 | 22.7 | 77 | |
Nearest | 23.9 | 76 | 11.2 | 89 | 19 | 81 | 18 | 82.40 | 17.6 | 82 | 15.7 | 84 | 21.6 | 78 | |
Majority | 20.7 | 79 | 10.92 | 89 | 19 | 81 | 16 | 84.00 | 16.5 | 84 | 15 | 85 | 15 | 85 | |
Bicubic | 17.4 | 83 | 10.1 | 90 | 17 | 83 | 15 | 85.00 | 15.8 | 84 | 8 | 92 | 8 | 92 | |
HNN | 8.88 | 91 | 8.32 | 92 | 16 | 84 | 7.3 | 92.70 | 9 | 91 | 7.1 | 92.9 | 7 | 93 | |