Research Article
Depth Semantic Segmentation of Tobacco Planting Areas from Unmanned Aerial Vehicle Remote Sensing Images in Plateau Mountains
Table 3
The accuracy evaluation indicators of 6 sample data.
| Data | Network | Precision | Recall | F1 | IoU | PA |
| Sample data 1 | DeeplabV3+ | 96.79 | 98.79 | 97.78 | 95.66 | 96.79 | PSPNet | 96.81 | 96.75 | 96.78 | 93.77 | 96.81 | SegNet | 96.21 | 99.08 | 97.62 | 95.36 | 96.21 | U-Net | 96.84 | 99.11 | 97.96 | 96.00 | 96.84 |
| Sample data 2 | DeeplabV3+ | 97.96 | 95.43 | 96.68 | 93.57 | 97.96 | PSPNet | 96.78 | 99.38 | 98.06 | 96.20 | 96.78 | SegNet | 97.42 | 85.54 | 91.09 | 83.65 | 97.42 | U-Net | 96.61 | 80.94 | 88.08 | 78.70 | 96.61 |
| Sample data 3 | DeeplabV3+ | 89.43 | 96.80 | 92.97 | 86.86 | 89.43 | PSPNet | 85.36 | 94.50 | 89.70 | 81.32 | 85.36 | SegNet | 93.28 | 95.96 | 94.60 | 89.76 | 93.28 | U-Net | 93.75 | 95.27 | 94.50 | 89.58 | 93.75 |
| Sample data 4 | DeeplabV3+ | 91.43 | 98.97 | 95.05 | 90.57 | 91.43 | PSPNet | 93.37 | 97.43 | 95.35 | 91.12 | 93.37 | SegNet | 96.34 | 97.28 | 96.81 | 93.82 | 96.34 | U-Net | 97.25 | 97.70 | 97.48 | 95.08 | 97.25 |
| Sample data 5 | DeeplabV3+ | 73.85 | 97.27 | 83.96 | 72.35 | 73.85 | PSPNet | 80.05 | 95.83 | 87.23 | 77.35 | 80.05 | SegNet | 81.13 | 97.41 | 88.53 | 79.42 | 81.13 | U-Net | 88.08 | 98.05 | 92.79 | 85.56 | 88.08 |
| Sample data 6 | DeeplabV3+ | 94.82 | 99.06 | 96.89 | 93.97 | 94.82 | PSPNet | 94.74 | 97.27 | 95.99 | 92.29 | 94.74 | SegNet | 95.59 | 96.75 | 96.17 | 92.62 | 95.95 | U-Net | 95.94 | 97.82 | 96.87 | 93.93 | 95.94 |
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