电子学报2017,Vol.45Issue(11):2617-2624,8.DOI:10.3969/j.issn.0372-2112.2017.11.007
分层结构直方图及其应用
Hierarchical Structure Histogram and Its Application
摘要
Abstract
Aimed to the poor discrimination of the traditional histogram feature,a Hierarchical Structure Histogram (HSH) is proposed in this paper.Firstly,it transforms the target image into hierarchical sub images according to the intensity value.Then,it calculates the histograms based on the structure image element for each hierarchical sub image according to the predefined structure image element.Finally,it integrates the histograms to obtain the final hierarchical structure feature.Take image matching and visual tracking as two representative exanples,a lot of experiments were carried out based on theproposed feature.The experimental results indicate that the proposed feature owns better discriminative performance and local description performance than the referenced features.The similarity map obtained from the HSH-based image matching has a much more discriminative single-humped characteristic.The HSH feature can also dramatically decrease the tracking errors for visual tracking.关键词
图像匹配/视觉跟踪/直方图特征/分层结构直方图Key words
image matching/visual tracking/histogram feature/hierarchical structure histogram分类
信息技术与安全科学引用本文复制引用
余旺盛,李卫华,侯志强..分层结构直方图及其应用[J].电子学报,2017,45(11):2617-2624,8.基金项目
国家自然科学基金(No.61703423,No.61473309) (No.61703423,No.61473309)
陕西省自然科学基础研究计划项目(No.2016JM6050) (No.2016JM6050)