Research Article
Depth Semantic Segmentation of Tobacco Planting Areas from Unmanned Aerial Vehicle Remote Sensing Images in Plateau Mountains
Table 1
Time efficiency and accuracy under different values of three parameters.
| | Parameter | Parameter value | Time (s) | Training accuracy | Test accuracy |
| | LR | LR = 1 × 10−2; BS = 4; Epochs = 50 | 443.000 | 0.9762 | 0.9427 | | LR = 1 × 10−3; BS = 4; Epochs = 50 | 438.491 | 0.9615 | 0.9119 | | LR = 1 × 10−4; BS = 4; Epochs = 50 | 450.245 | 0.9182 | 0.8996 |
| | BS | LR = 1 × 10−2; BS = 2; Epochs = 50 | 518.000 | 0.9661 | 0.9342 | | LR = 1 × 10−2; BS = 4; Epochs = 50 | 443.000 | 0.9762 | 0.9427 | | LR = 1 × 10−2; BS = 6; Epochs = 50 | 428.673 | 0.9695 | 0.9235 | | LR = 1 × 10−2; BS = 8; Epochs = 50 | 397.276 | 0.9555 | 0.9287 |
| | Epoch | LR = 1 × 10−2; BS = 4; Epochs = 40 | 358.656 | 0.9667 | 0.9312 | | LR = 1 × 10−2; BS = 4; Epochs = 50 | 443.000 | 0.9762 | 0.9427 | | LR = 1 × 10−2; BS = 4; Epochs = 60 | 549.154 | 0.9654 | 0.9303 |
|
|
