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用于视频片段检索和识别的鲁棒颜色直方图描述符。

Robust color histogram descriptors for video segment retrieval and identification.

机构信息

Department of Electrical and Computer Engineering, University of Rochester, NY 14627-0126, USA.

出版信息

IEEE Trans Image Process. 2002;11(5):497-508. doi: 10.1109/TIP.2002.1006397.

Abstract

Effective and efficient representation of color features of multiple video frames or pictures is an important yet challenging task for visual information management systems. Key frame-based methods to represent the color features of a group of frames (GoF) are highly dependent on the selection criterion of the representative frame(s), and may lead to unreliable results. We present various histogram-based color descriptors to reliably capture and represent the color properties of multiple images or a GoF. One family of such descriptors, called alpha-trimmed average histograms, combine individual frame or image histograms using a specific filtering operation to generate robust color histograms that can eliminate the adverse effects of brightness/color variations, occlusion, and edit effects on the color representation. We show the efficacy of the alpha-trimmed average histograms for video segment retrieval applications, and illustrate how they consistently outperform key frame-based methods. Another color histogram descriptor that we introduce, called the intersection histogram, reflects the number of pixels of a given color that is common to all the frames in the GoF. We employ the intersection histogram to develop a fast and efficient algorithm for identification of the video segment to which a query frame belongs. The proposed color histogram descriptors have been included in the ISO standard MPEG-7 after extensive evaluation experiments.

摘要

有效且高效地表示多个视频帧或图片的颜色特征,是视觉信息管理系统中的一项重要而具有挑战性的任务。基于关键帧的方法用于表示一组帧(GoF)的颜色特征,高度依赖于代表性帧的选择标准,并且可能导致不可靠的结果。我们提出了各种基于直方图的颜色描述符,以可靠地捕获和表示多个图像或 GoF 的颜色属性。这样的描述符之一族,称为 alpha 修剪平均直方图,使用特定的过滤操作组合单个帧或图像的直方图,以生成稳健的颜色直方图,可以消除亮度/颜色变化、遮挡和编辑效果对颜色表示的不利影响。我们展示了 alpha 修剪平均直方图在视频片段检索应用中的有效性,并说明了它们如何始终优于基于关键帧的方法。我们引入的另一个颜色直方图描述符,称为交集直方图,反映了 GoF 中所有帧共有的给定颜色的像素数。我们使用交集直方图来开发一种快速有效的算法,用于识别查询帧所属的视频片段。经过广泛的评估实验后,所提出的颜色直方图描述符已被包含在 ISO 标准 MPEG-7 中。

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