Table 1 Statistical results of the three kinds of classification experiments, performed on the set of 131 drainage networks.
Best Q-test | Data type | Train set | Test set | ||
|---|---|---|---|---|---|
Cleaned data | D: 45 | ND: 58 | D: 13 | ND: 15 | |
Statistics on test set | |||||
Model | Class | P | C | F1 | UC |
VGGNet + Adadelta | D | 100 | 100 | 100 | – |
ND | 100 | 100 | 100 | – | |
VGGNet + RF | D | 92 | 92 | 92 | Turkey |
ND | 93 | 93 | 93 | Devoll | |
AlexNet + Adadelta | D | 100 | 77 | 87 | Tambun Varuna Vishwamitri |
ND | 83 | 100 | 91 | – | |
Best Rob-test | Data type | Train set | Test set | ||
Noisy data | D: 45 | ND: 58 | D: 13 | ND: 15 | |
Statistics on test set | |||||
Model | Class | P | C | F1 | UC |
VGGNet + Adadelta | D | 100 | 57 | 73 | Po, Tambun, Varuna |
ND | 77 | 100 | 87 | – | |
VGGNet + RF | D | 80 | 62 | 70 | Candelaro, Po, Tambun, Varuna, Vishwamitri |
ND | 72 | 87 | 79 | Chari, Devoll | |
AlexNet + Adadelta | D | 92 | 85 | 88 | Tambun, Varuna |
ND | 88 | 93 | 90 | Devoll | |
Best Rel-test | Data type | Train set | Test set | ||
Cleaned data | D: 53 | ND: 50 | D: 13 | ND: 15 | |
Statistics on test set | |||||
Model | Class | P | C | F1 | UC |
VGGNet + Adadelta | D | 79 | 85 | 82 | Po, Vishwamitri |
ND | 86 | 80 | 83 | Chari, Devoll, Pamba | |
VGGNet + RF | D | 85 | 85 | 85 | Candelaro, Vishwamitri |
ND | 87 | 87 | 87 | Chari, Pamba | |
AlexNet + Adadelta | D | 79 | 85 | 82 | Po, Vishwamitri |
ND | 86 | 80 | 83 | Chari, Devoll, Pamba | |
