一种新的提取方法,采用了基于单尺度玛校正和灰色利合的色装饰图案
Tao Fang1, Dashu Qin2, Rumeng Zhang1
1Jingdezhen Ceramic University, Jingdezhen, Jiangxi Province, China.
PloS one
|August 29, 2024
概括
这项研究引入了一种新的方法,通过结合马校正和灰色利来提取初级玻璃底棕色装饰图案. 该技术增强图像细节,减少噪音,提高图案提取效率.
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:
- 玻璃底棕色的装饰图案在陶艺术中至关重要.
- 由于图像质量和形态复杂性,提取这些图案具有挑战性.
- 现有的方法可能会在细节保护和降噪方面扎.
研究的目的:
- 开发一种有效的方法来提取初级底玻璃棕色装饰图案.
- 解决模式提取现有的图像处理技术的局限性.
- 提高装饰图案分析的准确性和效率.
主要方法:
- 一种新的方法,将单级马校正与灰色利相结合.
- 单级马校正用于非线性对比度和亮度调整.
- 灰色利,以增强高频组件和图像清晰度.
主要成果:
- 组合方法有效地增强图像细节,同时最大限度地减少噪音.
- 显著提高了底玻璃棕色装饰图案提取的效率.
- 实现了高性能指标:F1Score (0.927),米奥 (82.3%),回忆 (0.979),精度 (0.925) 和准确性 (92.7%).
结论:
- 提出的方法成功地克服了个别技术的局限性.
- 它提供了一个强大的解决方案,用于准确和高效地提取下层玻璃棕色图案.
- 这种技术在陶艺术分析和数字存档方面具有潜在的应用.
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