基于YOLOv8和改进的LinkNet的指针计读数方法
Xiaohu Lu1, Shisong Zhu1, Bibo Lu1
1School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo 454003, China.
Sensors (Basel, Switzerland)
|August 29, 2024
概括
本研究介绍了一种改进的LinkNet模型,用于高效的指针计数读数. 该方法提高了自动计量器读取应用程序的准确性和速度.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
背景情况:
- 指针计的读数可能是低效的,容易出现错误.
- 自动阅读系统需要强大的图像处理技术.
研究的目的:
- 开发一种准确和高效的自动指针计数器读数方法.
- 为了提高分段和角度预测的性能,用于仪表读数.
主要方法:
- 使用YOLOv8进行计数器拨号检测.
- 实施了一种改进的LinkNet,具有部分卷积和注意力机制 (CBAM,AFF).
- 采用分类和回归方法来准确预测旋转角度.
主要成果:
- 达到0.20的平均绝对误差的计数器读数.
- 达到每秒15的处理率.
- 证明了增强的特征提取和减少模型大小.
结论:
- 提出的基于LinkNet的方法显著提高了指针计读数的准确性和效率.
- 部分卷积,注意模块和精细的角度预测的集成有助于强大的性能.
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