Table 5 Quantitative comparison of both semantic segmentation and instance segmentation performances across five down-sampling strategies on the PlantNet network
PlantNet | Semantic Segmentation (%) | Instance Segmentation (%) | Score | AveDiff (%) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
Precision | Recall | F1 | IoU | Cov | WCov | mPrec | mRec | |||
FPS | 91.83 | 89.56 | 90.63 | 83.22 | 77.27 | 83.23 | 81.89 | 76.19 | 3 | 2.54 |
RS | 93.38 | 91.87 | 92.60 | 86.66 | 79.38 | 86.25 | 85.43 | 75.97 | 12 | 0.33 |
UVS | 93.66 | 92.35 | 92.99 | 87.21 | 79.72 | 86.44 | 84.83 | 75.17 | 25 | 0.22 |
VFPS | 93.67 | 91.84 | 92.77 | 86.88 | 77.90 | 85.55 | 81.61 | 73.70 | 7 | 1.28 |
3DEPS | 93.61 | 92.45 | 93.02 | 87.29 | 79.22 | 86.25 | 85.10 | 75.60 | 25 | 0.20 |