Sports Video Annotation Using Enhanced HSV Histograms in Multimedia Ontologies

M. Bertini, A. del Bimbo, C. Torniai, C. Grana, R. Vezzani, R. Cucchiara
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引用次数: 12

Abstract

This paper presents multimedia ontologies, where multimedia data and traditional textual ontologies are merged. A solution for their implementation for the soccer video domain and a method to perform automatic soccer video annotation using these extended ontologies is shown. HSV is a widely adopted space in image and video retrieval, but its quantization for histogram generation can create misleading errors in classification of achromatic and low saturated colors. In this paper we propose an enhanced HSV histogram with achromatic point detection based on a single hue and saturation parameter that can correct this limitation. The more general concepts of the sport domain (e.g. play/break, crowd, etc.) are put in correspondence with the more general visual features of the video like color and texture, while the more specific concepts of the soccer domain (e.g. highlights such as attack actions) are put in correspondence with domain specific visual feature like the soccer playfield and the players. Experimental results for annotation of soccer videos using generic concepts are presented.
在多媒体本体中使用增强HSV直方图的体育视频注释
本文提出了多媒体本体,将多媒体数据与传统文本本体相结合。给出了在足球视频领域实现这些本体的解决方案,以及使用这些扩展本体执行自动足球视频注释的方法。HSV是图像和视频检索中广泛采用的空间,但其量化直方图生成会在消色差和低饱和色分类中产生误导性错误。在本文中,我们提出了一个增强的HSV直方图与消色差点检测基于单一的色调和饱和度参数,可以纠正这一限制。运动领域的更一般的概念(如比赛/休息,人群等)与视频的更一般的视觉特征(如颜色和纹理)相对应,而足球领域的更具体的概念(如进攻动作等亮点)与领域特定的视觉特征(如足球场地和球员)相对应。给出了利用通用概念对足球视频进行标注的实验结果。
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