波形纹理描述器用于钢表面缺陷分类
Djilani Belila1,2, Belal Khaldi1,2, Oussama Aiadi1,2
1Department of Computer Science and Information Technologies, University of Kasdi Merbah, Ouargla 30000, Algeria.
Materials (Basel, Switzerland)
|December 17, 2024
概括
本研究引入了一种使用波形变换和纹理描述器的新方法,用于准确地分类钢表面缺陷. 它可以实现高精度,即使数据有限,提高工业质量控制.
科学领域:
- 材料科学 材料科学 材料科学
- 计算机视觉 计算机视觉
- 图像处理 图像处理
背景情况:
- 准确的钢表面缺陷分类对于产品质量和制造成本的降低至关重要.
- 现有的方法在各种缺陷场景中可能会在精度和效率方面扎.
研究的目的:
- 开发一种新,强大,精确的方法来分类钢表面缺陷.
- 为了利用波形变换和纹理描述器进行增强的特征提取.
主要方法:
- 使用多级波纹变换进行图像分解.
- 从波形系数中提取统计和纹理特征.
- 递归特征消除 (RFE) 对于最佳的特征选择.
主要成果:
- 在NEU-CLS数据集上达到99.67%的准确性,在X-SDD数据集上达到98.24%的准确性.
- 与最先进的技术相比,证明了卓越的性能.
- 在有限的数据场景中保持高精度,证明了稳定性.
结论:
- 拟议的波形变换和纹理描述器方法提供了有效和精确的钢表面缺陷分类.
- 该方法的稳定性和高精度使其适用于实际的工业应用.
- 这种方法提高了质量控制,并降低了钢铁行业的生产成本.
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