| Bogner, C; Seo, B; Rohner, DTJ; Reineking, B: Classification of Rare Land Cover Types: Distinguishing Annual and Perennial Crops in an Agricultural Catchment in South Korea, PLOS ONE, 13(1), e0190476 (2018), doi:10.1371/journal.pone.0190476 | |
| Abstract: Many environmental data are inherently imbalanced, with some majority land use and land cover types dominating over rare ones. In cultivated ecosystems minority classes are often the target as they might indicate a beginning land use change. Most standard classifiers perform best on a balanced distribution of classes, and fail to detect minority classes. We used the synthetic minority oversampling technique (smote) with Random Forest to classify land cover classes in a small agricultural catchment in South Korea using modis time series. This area faces a major soil erosion problem and policy measures encourage farmers to replace annual by perennial crops to mitigate this issue. Our major goal was therefore to improve the classification performance on annual and perennial crops. We compared four different classification scenarios on original imbalanced and synthetically oversampled balanced data to quantify the effect of smote on classification performance. smote substantially increased the true positive rate of all oversampled minority classes. However, the performance on minor classes remained lower than on the majority class. We attribute this result to a class overlap already present in the original data set that is not resolved by smote. Our results show that resampling algorithms could help to derive more accurate land use and land cover maps from freely available data. These maps can be used to provide information on the distribution of land use classes in heterogeneous agricultural areas and could potentially benefit decision making. |
Aktuelle Termine
Aktuelle Termine
| BayCEER Short Courses: |
|---|
| Fr. 26.04.2024 aktuell Mobile Film Making Workshop (for students of BayCEER) |
| Ökologisch-Botanischer Garten: |
| Fr. 26.04.2024 aktuell Aktion | Kräuterreich & regional: Backkunst im ÖBG (zus. mit HWK) |
| Fr. 26.04.2024 aktuell Führung | Erdbeer-Minze und Zimmerknoblauch: Gewürzkräuter |
| So. 28.04.2024 Führung | Den Sängern auf der Spur: Vogelstimmen im ÖBG (zus. mit LBV) |
| So. 05.05.2024 Führung | Faszination Englische Gärten: Gestaltung und Pflanzen |