树YOLO:一种高性能检测模型,用于自动识别树种子缺陷
Hao Li1, Zhuqi Li1, Dongkui Chen1
1College of Science, Northeast Forestry University, Harbin, Heilongjiang, China.
PloS one
|August 8, 2025
概括
一个新的树YOLO模型准确地检测树种子的缺陷,改善发芽和生长. 这种人工智能驱动的种子检查系统为林业应用提供了高精度和速度.
科学领域:
- 农业科学 农业科学
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 树种子容易受到害虫的侵袭,由于粉含量高,影响了发芽和生长.
- 准确的缺陷检测对于确保林业树种子的质量和生存能力至关重要.
研究的目的:
- 开发一种高效准确的树种子缺陷检测系统,使用基于YOLO的新型模型.
- 增强YOLOv8架构,以改善功能提取和缺陷表示.
主要方法:
- 开发了Oak-YOLO,将EfficientViT骨干和Ghost-DynamicConv检测头集成到YOLOv8.8中.
- 实现了WIoUv3损失函数,以优化复杂缺陷的界限框回归.
- 对单个和多个对象数据集进行实验,包括使用移动捕获图像进行验证.
主要成果:
- 树YOLO在树密集型数据集上实现了94.5%的mAP50和95.3%的F1得分,其推断速度为132.2 FPS.
- 在不同的设备上表现出强性,在智能手机拍摄的图像上获得高mAP50分.
- 在精度和计算效率方面,超越了现有的YOLO模型,用于种子缺陷检测.
结论:
- 树YOLO为实时树种子质量检查提供了一种实用和高效的解决方案.
- 该模型的增强架构和损失功能提高了检测小和不规则的缺陷.
- 这一进步具有改善林业管理和种子可行性的巨大潜力.
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