SGD | |
5e–6 | |
ReLU | |
16 | |
128 | |
6 | |
Pytorch | |
1 |
P (%) | R (%) | F1 (%) | |
56.41 | 49.52 | 52.74 | |
68.98 | 66.25 | 67.59 | |
71.26 | 69.34 | 70.29 | |
73.13 | 70.68 | 71.89 |
P (%) | R (%) | F1 (%) | |
87.47 | 85.23 | 83.34 | |
95.15 | 94.85 | 95.00 | |
96.28 | 95.74 | 96.01 | |
97.07 | 96.43 | 96.75 |
P (%) | R (%) | F1 (%) | |
73.45 | 60.07 | 61.71 | |
79.23 | 79.58 | 79.40 | |
82.49 | 81.23 | 81.56 | |
84.87 | 82.56 | 83.70 |
color | Yellow green blue, environment-friendly color, hue, lightness, saturation and various phenomena of light |
Environmental-friendly | Characteristic value, protection, positive evaluation, low carbon, energy conservation and emission reduction, life, agriculture, circular economy, wind and solar power generation |
O | General text |
P (%) | R (%) | F1 (%) | |
67.23 | 65.42 | 66.31 | |
77.42 | 78.15 | 77.78 | |
79.04 | 80.26 | 79.65 | |
82.14 | 80.79 | 81.46 |