硬分类对低空间分辨率图像分类效果的影响Impact of hard classification on classification effect of low spatial resolution images
孙华生;徐爱功;张玲玲;
摘要(Abstract):
针对图像分类效果与图像的空间分辨率之间的关系尚未得到定量分析的问题,该文以中巴卫星CCD图像对冬小麦的分类结果为参考数据,对空间分辨率与制图精度之间的关系进行理论分析。通过在不同空间分辨率状态下分别计算随着硬分类阈值的取值变化而得到的由漏分误差和错分误差所形成的"帕累托边界",来分析硬分类器所能达到的分类精度的极限。结果表明,在空间分辨率相对较低的前提下,图像整体分类效果取决于被分类像元的纯度在图像中的数量分布状况。研究结论可为制作遥感专题图时如何选取合适的空间分辨率图像提供参考。
关键词(KeyWords): 空间分辨率;空间尺度;硬分类;分类精度
基金项目(Foundation): 国家自然科学基金资助项目(41201454,41101452);; 辽宁省自然科学基金项目(201102087);; 教育部高等学校博士学科点专项科研基金项目(20122121110007);; 辽宁省高等学校优秀人才支持计划项目(LR2012010)
作者(Authors): 孙华生;徐爱功;张玲玲;
DOI: 10.16251/j.cnki.1009-2307.2015.02.027
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