Smart Agriculture ›› 2024, Vol. 6 ›› Issue (4): 128-137.doi: 10.12133/j.smartag.SA202403019
• Information Perception and Acquisition • Previous Articles Next Articles
HOU Yiting1,2,3, RAO Yuan1,2,3(), SONG He4, NIE Zhenjun1,2,3, WANG Tan1,2,3, HE Haoxu1,2,3
Received:
2024-03-15
Online:
2024-07-30
Foundation items:
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corresponding author:
HOU Yiting, RAO Yuan, SONG He, NIE Zhenjun, WANG Tan, HE Haoxu. A Rapid Detection Method for Wheat Seedling Leaf Number in Complex Field Scenarios Based on Improved YOLOv8[J]. Smart Agriculture, 2024, 6(4): 128-137.
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URL: https://www.smartag.net.cn/EN/10.12133/j.smartag.SA202403019
Table 4
Comparison of detection performance average of different models in wheat leaf tip recognition research
模型 | P/% | R/% | mAP0.5/% | 模型大小/MB |
---|---|---|---|---|
Faster R-CNN | 70.9 | 50.4 | 58.7 | 108.2 |
Mask R-CNN | 79.3 | 54.8 | 61.6 | 244.0 |
YOLOv7 | 87.2 | 62.5 | 71.8 | 74.8 |
YOLOv8 | 89.3 | 73.6 | 81.8 | 49.7 |
SSD | 85.6 | 61.9 | 71.5 | 78.1 |
YOLOv8-CSD | 91.6 | 80.0 | 85.1 | 52.2 |
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