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一个高效的先进的YOLOv8框架用于检测精子运动
Chuanjiang Li1, Wenjing Xia1, Ang Li2
1The College of Information, Mechanical and Electrical Engineering, Shanghai Normal University, No. 100 Guilin Road, 200234, Shanghai, China.
Journal of assisted reproduction and genetics
|July 28, 2025
概括
这项研究介绍了YOLOv8-STA,这是一个增强的YOLOv8模型,用于准确检测精子运动. 新模型显著提高了检测准确度,这对于生殖健康研究至关重要.
科学领域:
- 计算机视觉 计算机视觉
- 生物医学成像技术 生物医学成像技术
- 生殖健康 生殖健康
背景情况:
- 检测精子运动性对于生殖健康研究至关重要.
- 传统的方法与精子的小尺寸,快速运动和复杂的背景作斗争.
研究的目的:
- 开发一种先进的精子检测模型,以提高准确度.
- 为了克服精子分析中传统图像处理的局限性.
主要方法:
- 拟议的YOLOv8-STA模型集成SPD_Conv用于细粒度特征提取.
- 用C2F-Triplet模块取代C2F模块,以增强特征关系和注意力机制.
- 引入了104x104像素的小物体检测头,用于高级功能地图.
主要成果:
- 通过YOLOv8-STA模型,mAP@0.5.5的增长率达到了4.2%.
- 与基线YOLOv8.8相比,mAP@0.5:0.95增加了5.4%.
- 在公共EVISAN数据集上验证.
结论:
- 提出的YOLOv8-STA方法在检测精子运动方面是有效和优越的.
- 该模型提高了分析精子运动的准确性,这对人类发展研究至关重要.
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