Table 1 Average classification accuracies across three species of arborescent palms for assessing the robustness of the seven different approaches for model training and testing
Model | Training | Testing | Differences over* | Precision | Recall | F1-score | |||||
---|---|---|---|---|---|---|---|---|---|---|---|
Images from | Year | No. of UAV mosaics | No. of tiles used | Mosaic from | Year | No. of UAV mosaics | |||||
1 | Veinte de Enero site | 2017 | 4 | 764 | Veinte de Enero site | 2017 | 1 | ic | 0,63 | 0,60 | 0,61 |
2 | All sites | 2017 + 2018 | 26 | 10505 | Nueva York & 2 de Mayo de Muyuy | 2019 | 2 | ic, fc, sr | 0,59 | 0,60 | 0,59 |
3 | All sites | 2018 + 2019 | 33 | 10420 | Veinte de Enero & Parinari | 2017 | 2 | ic, fc, sr | 0,86 | 0,46 | 0,45 |
4 | All sites | 2017 + 2019 | 34 | 11651 | Jenaro Herrera & Iquitos | 2018 | 2 | ic, fc, sr | 0,77 | 0,54 | 0,56 |
5 | Around the National Reserve Allpahuayo Mishana | All years | 13 | 5157 | Around the National Reserve Pacaya - Samiria | 2019 | 2 | ic, sp, fl, gl | 0,86 | 0,59 | 0,67 |
6 | Within the Pastaza Marañon (PM) Foreland Basin | All years | 79 | 27992 | Nueva Jerusalen site | 2019 | 2 | ic, sp, fl, gl, td | 0,72 | 0,77 | 0,72 |
Final | All the training sites from the Loreto region. | All years | 81 | 29902 | All the sites in Madre de Dios region | 2019-2022 | 4 | ic, sp, fl, gl, td | 0,88 | 0,67 | 0,74 |