对高光谱数据的分析,以开发文档图像的方法
Zainab Zaman1, Saad Bin Ahmed2, Muhammad Imran Malik1,3
1School of Electrical Engineering and Computer Science, National University of Sciences and Technology (NUST), Islamabad 44000, Pakistan.
Sensors (Basel, Switzerland)
|August 12, 2023
概括
超光谱成像提供了先进的文档图像分析. 本综述涵盖了预处理,特征提取和分类的技术,有助于伪造检测和文本恢复.
科学领域:
- 多光谱和高光谱成像技术
- 数字图像处理 数字图像处理
- 文件分析 文件分析
背景情况:
- 超光谱数据分析为图像处理提供了丰富的信息.
- 文档图像分析面临着退化和伪造等挑战.
- 现有的方法需要对专门的文档图像应用程序进行增强.
研究的目的:
- 提供对超光谱数据分析近期进展的全面概述.
- 引导针对高光谱文档图像的定制技术的开发.
- 在关键文档分析任务中探索超谱成像应用.
主要方法:
- 审查基本的超谱成像概念和数据采集技术.
- 检查超频谱数据的先进预处理,特征提取和分类方法.
- 在数据分析中考虑文档图像的复杂性.
主要成果:
- 识别超光谱成像在文件伪造检测方面的潜力.
- 使用超光谱数据进行墨水年龄估计的探索.
- 从损坏或损坏的文档中提取文本的评估.
结论:
- 超光谱成像是高级文档图像处理的强大工具.
- 需要进一步的研究来解决目前的局限性,并探索未来的方向.
- 本综述是该领域的研究人员和从业人员的资源.
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