Research Article
Fresh Tea Sprouts Detection via Image Enhancement and Fusion SSD
Table 6
Comparisons of different network structures in the FTSD-IEFSSD for FTSD.
| Method | Backbone network | Semantic fusion | FPS | AP | AP50 | AP75 |
| Enhanced image subnetwork | ResNet50 | ✓ | 28.5 | 81.4 | 90.7 | 87.1 | Color image subnetwork | ResNet50 | ✓ | 24.9 | 81.5 | 90.8 | 87.3 | FTSD-IEFSSD | ResNet50 | ✓ | 15.1 | 83.9 | 92.8 | 88.9 | Enhanced image subnetwork | ResNet50 | ✗ | 28.7 | 80.5 | 89.1 | 84.9 | Color image subnetwork | ResNet50 | ✗ | 25.4 | 80.7 | 89.6 | 85.0 | FTSD-IEFSSD | ResNet50 | ✗ | 15.6 | 82.2 | 91.5 | 87.6 | FTSD-IEFSSD | ResNet34 | ✓ | 17.0 | 82.1 | 91.4 | 87.6 | FTSD-IEFSSD | ResNet101 | ✓ | 11.2 | 84.5 | 93.2 | 89.7 | FTSD-IEFSSD | VGG-16 | ✓ | 35.6 | 82.0 | 90.9 | 87.5 |
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